{"id":3243,"date":"2023-07-18T12:20:42","date_gmt":"2023-07-18T12:20:42","guid":{"rendered":"https:\/\/statorials.org\/tr\/piton-hipotez-testi\/"},"modified":"2023-07-18T12:20:42","modified_gmt":"2023-07-18T12:20:42","slug":"piton-hipotez-testi","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/piton-hipotez-testi\/","title":{"rendered":"Python&#39;da hipotez testi nas\u0131l yap\u0131l\u0131r (\u00f6rneklerle)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/tr\/hipotez-testi-1\/\" target=\"_blank\" rel=\"noopener\">Hipotez testi,<\/a> istatistiksel bir hipotezi reddetmek veya reddetmek i\u00e7in kulland\u0131\u011f\u0131m\u0131z resmi bir istatistiksel testtir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu e\u011fitimde Python&#8217;da a\u015fa\u011f\u0131daki hipotez testlerinin nas\u0131l ger\u00e7ekle\u015ftirilece\u011fi a\u00e7\u0131klanmaktad\u0131r:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u00d6rnek bir t testi<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0130ki \u00f6rnekli T testi<\/span><\/li>\n<li> <span style=\"color: #000000;\">E\u015fle\u015ftirilmi\u015f \u00f6rnekler t testi<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Hadi gidelim!<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u00d6rnek 1: Python&#8217;da bir t-testi \u00f6rne\u011fi<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/tr\/ornek-t-testi\/\" target=\"_blank\" rel=\"noopener\">Tek \u00f6rnekli t testi,<\/a> bir pop\u00fclasyonun ortalamas\u0131n\u0131n belirli bir de\u011fere e\u015fit olup olmad\u0131\u011f\u0131n\u0131 test etmek i\u00e7in kullan\u0131l\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin, belirli bir kaplumba\u011fa t\u00fcr\u00fcn\u00fcn ortalama a\u011f\u0131rl\u0131\u011f\u0131n\u0131n 310 pound olup olmad\u0131\u011f\u0131n\u0131 bilmek istedi\u011fimizi varsayal\u0131m.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bunu test etmek i\u00e7in a\u015fa\u011f\u0131daki a\u011f\u0131rl\u0131klara sahip basit ve rastgele bir kaplumba\u011fa \u00f6rne\u011fi topluyoruz:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>A\u011f\u0131rl\u0131k<\/strong> : 300, 315, 320, 311, 314, 309, 300, 308, 305, 303, 305, 301, 303<\/span><\/p>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki kod, tek \u00f6rnekli bir t testi ger\u00e7ekle\u015ftirmek i\u00e7in <strong>scipy.stats<\/strong> kitapl\u0131\u011f\u0131nda <a href=\"https:\/\/docs.scipy.org\/doc\/scipy\/reference\/generated\/scipy.stats.ttest_1samp.html\" target=\"_blank\" rel=\"noopener noreferrer\">ttest_1samp()<\/a> i\u015flevinin nas\u0131l kullan\u0131laca\u011f\u0131n\u0131 g\u00f6sterir:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> scipy.stats <span style=\"color: #107d3f;\">as<\/span> stats\n\n<span style=\"color: #008080;\">#define data<\/span>\ndata = <span style=\"color: #000000;\">[300, 315, 320, 311, 314, 309, 300, 308, 305, 303, 305, 301, 303]<\/span>\n\n<span style=\"color: #008080;\">#perform one sample t-test<\/span>\nstats. <span style=\"color: #3366ff;\">ttest_1samp<\/span> (a=data, popmean= <span style=\"color: #008000;\">310<\/span> )\n\nTtest_1sampResult(statistic=-1.5848116313861254, pvalue=0.1389944275158753)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">T testi istatisti\u011fi <strong>-1,5848&#8217;dir<\/strong> ve kar\u015f\u0131l\u0131k gelen iki kuyruklu p de\u011feri <strong>0,1389&#8217;dur<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Belirli bir \u00f6rnek \u00fczerindeki bu t-testi i\u00e7in iki hipotez a\u015fa\u011f\u0131daki gibidir:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>H <sub>0<\/sub> :<\/strong> \u00b5 = 310 (Bu kaplumba\u011fa t\u00fcr\u00fcn\u00fcn ortalama a\u011f\u0131rl\u0131\u011f\u0131 310 pounddur)<\/span><\/li>\n<li> <strong style=\"color: #000000;\">H <sub>A<\/sub> :<\/strong> \u00b5 \u2260310 (ortalama a\u011f\u0131rl\u0131k <em style=\"color: #000000;\">310<\/em> <span style=\"color: #000000;\">pound<\/span> <span style=\"color: #000000;\">de\u011fildir<\/span> )<\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Testimizin p de\u011feri <strong>(0,1389)<\/strong> alfa = 0,05&#8217;ten b\u00fcy\u00fck oldu\u011fundan, testin s\u0131f\u0131r hipotezini reddedemiyoruz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu \u00f6zel kaplumba\u011fa t\u00fcr\u00fcn\u00fcn ortalama a\u011f\u0131rl\u0131\u011f\u0131n\u0131n 310 pounddan ba\u015fka bir \u015fey oldu\u011funu s\u00f6yleyecek yeterli kan\u0131t\u0131m\u0131z yok.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u00d6rnek 2: Python&#8217;da iki \u00f6rnekli t testi<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/tr\/iki-orneginizi-test-edin\/\" target=\"_blank\" rel=\"noopener\">\u0130ki \u00f6rneklem t testi,<\/a> iki pop\u00fclasyonun ortalamalar\u0131n\u0131n e\u015fit olup olmad\u0131\u011f\u0131n\u0131 test etmek i\u00e7in kullan\u0131l\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin iki farkl\u0131 kaplumba\u011fa t\u00fcr\u00fcn\u00fcn ortalama a\u011f\u0131rl\u0131\u011f\u0131n\u0131n e\u015fit olup olmad\u0131\u011f\u0131n\u0131 bilmek istedi\u011fimizi varsayal\u0131m.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bunu test etmek i\u00e7in her t\u00fcrden a\u015fa\u011f\u0131daki a\u011f\u0131rl\u0131klara sahip basit ve rastgele bir kaplumba\u011fa \u00f6rne\u011fi topluyoruz:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u00d6rnek 1<\/strong> : 300, 315, 320, 311, 314, 309, 300, 308, 305, 303, 305, 301, 303<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u00d6rnek 2<\/strong> : 335, 329, 322, 321, 324, 319, 304, 308, 305, 311, 307, 300, 305<\/span><\/p>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki kod, bu iki t testi \u00f6rne\u011fini ger\u00e7ekle\u015ftirmek i\u00e7in <strong>scipy.stats<\/strong> kitapl\u0131\u011f\u0131nda <a href=\"https:\/\/docs.scipy.org\/doc\/scipy\/reference\/generated\/scipy.stats.ttest_ind.html\" target=\"_blank\" rel=\"noopener\">ttest_ind()<\/a> i\u015flevinin nas\u0131l kullan\u0131laca\u011f\u0131n\u0131 g\u00f6sterir:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> scipy. <span style=\"color: #3366ff;\">stats<\/span> <span style=\"color: #008000;\">as<\/span> stats<\/span>\n\n#define array of turtle weights for each sample\n<span style=\"color: #000000;\">sample1 = [300, 315, 320, 311, 314, 309, 300, 308, 305, 303, 305, 301, 303]<\/span>\n<span style=\"color: #000000;\">sample2 = [335, 329, 322, 321, 324, 319, 304, 308, 305, 311, 307, 300, 305]<\/span>\n\n#perform two sample t-tests<\/span>\nstats. <span style=\"color: #3366ff;\">ttest_ind<\/span> (a=sample1, b=sample2) \n\nTtest_indResult(statistic=-2.1009029257555696, pvalue=0.04633501389516516)<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">T testi istatisti\u011fi <strong>\u20132,1009&#8217;dur<\/strong> ve kar\u015f\u0131l\u0131k gelen iki kuyruklu p de\u011feri <strong>0,0463&#8217;t\u00fcr<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu \u00f6zel iki \u00f6rnekli t testi i\u00e7in iki varsay\u0131m \u015funlard\u0131r:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>H <sub>0<\/sub> :<\/strong> \u00b5 <sub>1<\/sub> = \u00b5 <sub>2<\/sub> (iki t\u00fcr aras\u0131ndaki ortalama a\u011f\u0131rl\u0131k e\u015fittir)<\/span><\/li>\n<li> <strong style=\"color: #000000;\">H <sub>A<\/sub> :<\/strong> <span style=\"color: #000000;\">\u00b5<\/span> <sub style=\"color: #000000;\">1<\/sub> <span style=\"color: #000000;\">\u2260 \u00b5<\/span> <sub style=\"color: #000000;\">2<\/sub> <span style=\"color: #000000;\">(iki t\u00fcr aras\u0131ndaki ortalama a\u011f\u0131rl\u0131k e\u015fit de\u011fildir)<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Testin p de\u011feri (0,0463) 0,05&#8217;ten k\u00fc\u00e7\u00fck oldu\u011fundan s\u0131f\u0131r hipotezini reddediyoruz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu, iki t\u00fcr aras\u0131ndaki ortalama a\u011f\u0131rl\u0131\u011f\u0131n e\u015fit olmad\u0131\u011f\u0131n\u0131 s\u00f6yleyecek yeterli kan\u0131t\u0131m\u0131z oldu\u011fu anlam\u0131na geliyor.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u00d6rnek 3: Python&#8217;da E\u015fle\u015ftirilmi\u015f \u00d6rnekler t-testi<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/tr\/eslestirilmis-ornekler-t-testi\/\" target=\"_blank\" rel=\"noopener\">E\u015fle\u015ftirilmi\u015f \u00f6rnekler t-testi,<\/a> bir \u00f6rnekteki her g\u00f6zlemin di\u011fer \u00f6rnekteki bir g\u00f6zlemle ili\u015fkilendirilebildi\u011fi durumlarda iki \u00f6rne\u011fin ortalamalar\u0131n\u0131 kar\u015f\u0131la\u015ft\u0131rmak i\u00e7in kullan\u0131l\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin, belirli bir antrenman program\u0131n\u0131n basketbolcular\u0131n maksimum dikey s\u0131\u00e7ramas\u0131n\u0131 (in\u00e7 cinsinden) art\u0131rma kapasitesine sahip olup olmad\u0131\u011f\u0131n\u0131 bilmek istedi\u011fimizi varsayal\u0131m.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bunu test etmek i\u00e7in, 12 kolej basketbol oyuncusundan olu\u015fan basit rastgele bir \u00f6rnek alabilir ve onlar\u0131n maksimum dikey s\u0131\u00e7ramalar\u0131n\u0131n her birini \u00f6l\u00e7ebiliriz. Daha sonra her oyuncunun bir ay boyunca antrenman program\u0131n\u0131 kullanmas\u0131n\u0131 sa\u011flayabiliriz ve ay sonunda maksimum dikey s\u0131\u00e7ramalar\u0131n\u0131 tekrar \u00f6l\u00e7ebiliriz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki veriler, her oyuncunun antrenman program\u0131n\u0131 kullanmadan \u00f6nceki ve sonraki maksimum atlama y\u00fcksekli\u011fini (in\u00e7 cinsinden) g\u00f6sterir:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u00d6n<\/strong> : 22, 24, 20, 19, 19, 20, 22, 25, 24, 23, 22, 21<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Sonra<\/strong> : 23, 25, 20, 24, 18, 22, 23, 28, 24, 25, 24, 20<\/span><\/p>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki kod, bu e\u015fle\u015ftirilmi\u015f \u00f6rnekler t testini ger\u00e7ekle\u015ftirmek i\u00e7in <strong>scipy.stats<\/strong> kitapl\u0131\u011f\u0131nda <a href=\"https:\/\/docs.scipy.org\/doc\/scipy\/reference\/generated\/scipy.stats.ttest_rel.html\" target=\"_blank\" rel=\"noopener\">ttest_rel() i\u015flevinin<\/a> nas\u0131l kullan\u0131laca\u011f\u0131n\u0131 g\u00f6sterir:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> scipy. <span style=\"color: #3366ff;\">stats<\/span> <span style=\"color: #008000;\">as<\/span> stats<\/span>\n\n#define before and after max jump heights\n<span style=\"color: #000000;\">before = [22, 24, 20, 19, 19, 20, 22, 25, 24, 23, 22, 21]<\/span>\n<span style=\"color: #000000;\">after = [23, 25, 20, 24, 18, 22, 23, 28, 24, 25, 24, 20]<\/span>\n\n#perform paired samples t-test<\/span>\nstats. <span style=\"color: #3366ff;\">ttest_rel<\/span> (a=before, b=after)\n\nTtest_relResult(statistic=-2.5289026942943655, pvalue=0.02802807458682508)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">T testi istatisti\u011fi <strong>\u20132,5289&#8217;dur<\/strong> ve kar\u015f\u0131l\u0131k gelen iki kuyruklu p de\u011feri <strong>0,0280&#8217;dir<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu \u00f6zel e\u015fle\u015ftirilmi\u015f \u00f6rnekler t-testi i\u00e7in iki varsay\u0131m \u015funlard\u0131r:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>H <sub>0<\/sub> :<\/strong> \u00b5 <sub>1<\/sub> = \u00b5 <sub>2<\/sub> (program\u0131 kullanmadan \u00f6nceki ve sonraki atlaman\u0131n ortalama y\u00fcksekli\u011fi e\u015fittir)<\/span><\/li>\n<li> <strong style=\"color: #000000;\">H <sub>A<\/sub> :<\/strong> <span style=\"color: #000000;\">\u00b5<\/span> <sub style=\"color: #000000;\">1<\/sub> <span style=\"color: #000000;\">\u2260 \u00b5<\/span> <sub style=\"color: #000000;\">2<\/sub> <span style=\"color: #000000;\">(program\u0131 kullanmadan \u00f6nceki ve sonraki atlaman\u0131n ortalama y\u00fcksekli\u011fi e\u015fit de\u011fildir)<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Testin p de\u011feri (0,0280) 0,05&#8217;ten k\u00fc\u00e7\u00fck oldu\u011fundan s\u0131f\u0131r hipotezini reddediyoruz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu, antrenman program\u0131n\u0131 kullanmadan \u00f6nceki ve sonraki ortalama atlama y\u00fcksekli\u011finin e\u015fit olmad\u0131\u011f\u0131n\u0131 s\u00f6yleyecek yeterli kan\u0131t\u0131m\u0131z oldu\u011fu anlam\u0131na gelir.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Ek kaynaklar<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u00c7e\u015fitli t-testlerini otomatik olarak ger\u00e7ekle\u015ftirmek i\u00e7in a\u015fa\u011f\u0131daki \u00e7evrimi\u00e7i hesap makinelerini kullanabilirsiniz:<\/span><\/p>\n<p><a href=\"https:\/\/statorials.org\/tr\/ornek-bir-t-testi-hesaplayicisi\/\" target=\"_blank\" rel=\"noopener\">Bir t-testi hesap makinesi \u00f6rne\u011fi<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/ta-test-hesap-makinesi-iki-ornek\/\" target=\"_blank\" rel=\"noopener\">\u0130ki \u00f6rnekli t testi hesaplay\u0131c\u0131s\u0131<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/eslestirilmis-ornekler-t-testi-hesaplayicisi\/\" target=\"_blank\" rel=\"noopener\">E\u015fle\u015ftirilmi\u015f \u00d6rnekler t-Testi Hesaplay\u0131c\u0131<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Hipotez testi, istatistiksel bir hipotezi reddetmek veya reddetmek i\u00e7in kulland\u0131\u011f\u0131m\u0131z resmi bir istatistiksel testtir. Bu e\u011fitimde Python&#8217;da a\u015fa\u011f\u0131daki hipotez testlerinin nas\u0131l ger\u00e7ekle\u015ftirilece\u011fi a\u00e7\u0131klanmaktad\u0131r: \u00d6rnek bir t testi \u0130ki \u00f6rnekli T testi E\u015fle\u015ftirilmi\u015f \u00f6rnekler t testi Hadi gidelim! \u00d6rnek 1: Python&#8217;da bir t-testi \u00f6rne\u011fi Tek \u00f6rnekli t testi, bir pop\u00fclasyonun ortalamas\u0131n\u0131n belirli bir de\u011fere e\u015fit olup [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-3243","post","type-post","status-publish","format-standard","hentry","category-rehber"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Python&#039;da Hipotez Testi Nas\u0131l Yap\u0131l\u0131r (\u00d6rneklerle) - Statorials<\/title>\n<meta name=\"description\" content=\"Bu e\u011fitimde Python&#039;da hipotez testinin nas\u0131l ger\u00e7ekle\u015ftirilece\u011fi \u00e7e\u015fitli \u00f6rneklerle a\u00e7\u0131klanmaktad\u0131r.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/tr\/piton-hipotez-testi\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python&#039;da Hipotez Testi Nas\u0131l Yap\u0131l\u0131r (\u00d6rneklerle) - Statorials\" \/>\n<meta property=\"og:description\" content=\"Bu e\u011fitimde Python&#039;da hipotez testinin nas\u0131l ger\u00e7ekle\u015ftirilece\u011fi \u00e7e\u015fitli \u00f6rneklerle a\u00e7\u0131klanmaktad\u0131r.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/tr\/piton-hipotez-testi\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-18T12:20:42+00:00\" \/>\n<meta name=\"author\" content=\"Dr.benjamin anderson\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Dr.benjamin anderson\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/tr\/piton-hipotez-testi\/\",\"url\":\"https:\/\/statorials.org\/tr\/piton-hipotez-testi\/\",\"name\":\"Python&#39;da Hipotez Testi Nas\u0131l Yap\u0131l\u0131r (\u00d6rneklerle) - Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/tr\/#website\"},\"datePublished\":\"2023-07-18T12:20:42+00:00\",\"dateModified\":\"2023-07-18T12:20:42+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48\"},\"description\":\"Bu e\u011fitimde Python&#39;da hipotez testinin nas\u0131l ger\u00e7ekle\u015ftirilece\u011fi \u00e7e\u015fitli \u00f6rneklerle a\u00e7\u0131klanmaktad\u0131r.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/tr\/piton-hipotez-testi\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/tr\/piton-hipotez-testi\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/tr\/piton-hipotez-testi\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Ev\",\"item\":\"https:\/\/statorials.org\/tr\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Python&#39;da hipotez testi nas\u0131l yap\u0131l\u0131r (\u00f6rneklerle)\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/tr\/#website\",\"url\":\"https:\/\/statorials.org\/tr\/\",\"name\":\"Statorials\",\"description\":\"\u0130statistik okuryazarl\u0131\u011f\u0131 rehberiniz!\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/tr\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"tr\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48\",\"name\":\"Dr.benjamin anderson\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/tr\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/tr\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"Dr.benjamin anderson\"},\"description\":\"Merhaba, ben Benjamin, emekli bir istatistik profes\u00f6r\u00fc ve Statorials \u00f6\u011fretmenine d\u00f6n\u00fc\u015ft\u00fcm. \u0130statistik alan\u0131ndaki kapsaml\u0131 deneyimim ve uzmanl\u0131\u011f\u0131mla, \u00f6\u011frencilerimi Statorials arac\u0131l\u0131\u011f\u0131yla g\u00fc\u00e7lendirmek i\u00e7in bilgilerimi payla\u015fmaya can at\u0131yorum. Daha fazlas\u0131n\u0131 bil\",\"sameAs\":[\"https:\/\/statorials.org\/tr\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Python&#39;da Hipotez Testi Nas\u0131l Yap\u0131l\u0131r (\u00d6rneklerle) - Statorials","description":"Bu e\u011fitimde Python&#39;da hipotez testinin nas\u0131l ger\u00e7ekle\u015ftirilece\u011fi \u00e7e\u015fitli \u00f6rneklerle a\u00e7\u0131klanmaktad\u0131r.","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:\/\/statorials.org\/tr\/piton-hipotez-testi\/","og_locale":"tr_TR","og_type":"article","og_title":"Python&#39;da Hipotez Testi Nas\u0131l Yap\u0131l\u0131r (\u00d6rneklerle) - Statorials","og_description":"Bu e\u011fitimde Python&#39;da hipotez testinin nas\u0131l ger\u00e7ekle\u015ftirilece\u011fi \u00e7e\u015fitli \u00f6rneklerle a\u00e7\u0131klanmaktad\u0131r.","og_url":"https:\/\/statorials.org\/tr\/piton-hipotez-testi\/","og_site_name":"Statorials","article_published_time":"2023-07-18T12:20:42+00:00","author":"Dr.benjamin anderson","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Dr.benjamin anderson","Tahmini okuma s\u00fcresi":"4 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/tr\/piton-hipotez-testi\/","url":"https:\/\/statorials.org\/tr\/piton-hipotez-testi\/","name":"Python&#39;da Hipotez Testi Nas\u0131l Yap\u0131l\u0131r (\u00d6rneklerle) - Statorials","isPartOf":{"@id":"https:\/\/statorials.org\/tr\/#website"},"datePublished":"2023-07-18T12:20:42+00:00","dateModified":"2023-07-18T12:20:42+00:00","author":{"@id":"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48"},"description":"Bu e\u011fitimde Python&#39;da hipotez testinin nas\u0131l ger\u00e7ekle\u015ftirilece\u011fi \u00e7e\u015fitli \u00f6rneklerle a\u00e7\u0131klanmaktad\u0131r.","breadcrumb":{"@id":"https:\/\/statorials.org\/tr\/piton-hipotez-testi\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/tr\/piton-hipotez-testi\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/tr\/piton-hipotez-testi\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Ev","item":"https:\/\/statorials.org\/tr\/"},{"@type":"ListItem","position":2,"name":"Python&#39;da hipotez testi nas\u0131l yap\u0131l\u0131r (\u00f6rneklerle)"}]},{"@type":"WebSite","@id":"https:\/\/statorials.org\/tr\/#website","url":"https:\/\/statorials.org\/tr\/","name":"Statorials","description":"\u0130statistik okuryazarl\u0131\u011f\u0131 rehberiniz!","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/statorials.org\/tr\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"tr"},{"@type":"Person","@id":"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48","name":"Dr.benjamin anderson","image":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/statorials.org\/tr\/#\/schema\/person\/image\/","url":"https:\/\/statorials.org\/tr\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","contentUrl":"https:\/\/statorials.org\/tr\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","caption":"Dr.benjamin anderson"},"description":"Merhaba, ben Benjamin, emekli bir istatistik profes\u00f6r\u00fc ve Statorials \u00f6\u011fretmenine d\u00f6n\u00fc\u015ft\u00fcm. \u0130statistik alan\u0131ndaki kapsaml\u0131 deneyimim ve uzmanl\u0131\u011f\u0131mla, \u00f6\u011frencilerimi Statorials arac\u0131l\u0131\u011f\u0131yla g\u00fc\u00e7lendirmek i\u00e7in bilgilerimi payla\u015fmaya can at\u0131yorum. Daha fazlas\u0131n\u0131 bil","sameAs":["https:\/\/statorials.org\/tr"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/posts\/3243","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/comments?post=3243"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/posts\/3243\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/media?parent=3243"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/categories?post=3243"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/tags?post=3243"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}