{"id":1303248,"date":"2021-09-17T09:41:09","date_gmt":"2021-09-17T13:41:09","guid":{"rendered":"https:\/\/gijn.org\/?p=1303248"},"modified":"2024-01-31T09:43:16","modified_gmt":"2024-01-31T14:43:16","slug":"iklim-degisikligini-arastirmak-icin-yeni-veri-araclari-ve-ipuclari","status":"publish","type":"post","link":"https:\/\/gijn.org\/tr\/hikayeler\/iklim-degisikligini-arastirmak-icin-yeni-veri-araclari-ve-ipuclari\/","title":{"rendered":"\u0130klim De\u011fi\u015fikli\u011fini Ara\u015ft\u0131rmak \u0130\u00e7in Yeni Veri Ara\u00e7lar\u0131 ve \u0130pu\u00e7lar\u0131"},"content":{"rendered":"\r\n<p>Bir\u00e7ok veri gazetecisi i\u00e7in iklim verileriyle \u00e7al\u0131\u015fman\u0131n zor yan\u0131 \u00e7o\u011funun birden \u00e7ok zaman ve mekan boyutunda bir araya gelmesidir.&nbsp;\u00d6rne\u011fin, bir haritadaki her k\u00fc\u00e7\u00fck \u0131zgara kare, zaman i\u00e7indeki s\u0131cakl\u0131k de\u011fi\u015fimleri hakk\u0131nda farkl\u0131 bilgiler i\u00e7erebilir.<\/p>\r\n\r\n\r\n\r\n<p>Ve bu &#8220;\u0131zgaral\u0131 iklim verileri&#8221; genellikle  elektronik tablolardan \u00e7ok farkl\u0131 olan ve bir\u00e7ok muhabirin a\u015fina olmad\u0131\u011f\u0131\u00a0<a href=\"https:\/\/www.unidata.ucar.edu\/software\/netcdf\/\" target=\"_blank\" rel=\"noreferrer noopener\">NetCDF<\/a>\u00a0adl\u0131 bir dosya bi\u00e7imindedir.<\/p>\r\n\r\n\r\n\r\n<p>Son\u00a0<a href=\"https:\/\/www.ire.org\/nicar21-virtual-conference\/\" target=\"_blank\" rel=\"noreferrer noopener\">NICAR21 veri gazetecili\u011fi konferans\u0131nda<\/a>\u00a0birka\u00e7 kat\u0131l\u0131mc\u0131,\u00a0GIJN gayri resmi olarak onlardan etkinli\u011fin a\u00e7\u0131l\u0131\u015f g\u00fcn\u00fcnde duyduklar\u0131 en kullan\u0131\u015fl\u0131 tek arac\u0131 isimlendirmelerini istedi\u011finde\u00a0<a href=\"https:\/\/www.giss.nasa.gov\/tools\/panoply\/\" target=\"_blank\" rel=\"noreferrer noopener\">, Panoply<\/a>\u00a0adl\u0131 bir NASA veri g\u00f6r\u00fcnt\u00fcleme uygulamas\u0131na i\u015faret etmelerinin\u00a0nedeni belki de budur.<a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/translate.google.com\/website?sl=en&amp;tl=tr&amp;ajax=1&amp;elem=1&amp;se=1&amp;u=https:\/\/www.giss.nasa.gov\/tools\/panoply\/\"><\/a><\/p>\r\n\r\n\r\n\r\n<p>Bu \u00e7ok \u015fey s\u00f6yl\u00fcyor \u00e7\u00fcnk\u00fc\u00a0<a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/underthecurve.github.io\/nicar\/\">Ulusal Bilgisayar Destekli Raporlama Enstit\u00fcs\u00fc<\/a>\u00a0anlam\u0131na gelen\u00a0ve\u00a0<a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/www.ire.org\/\">Ara\u015ft\u0131rmac\u0131 Muhabirler ve Edit\u00f6rler<\/a>\u00a0taraf\u0131ndan d\u00fczenlenen\u00a0NICAR&#8217;\u0131n her oturumu,\u00a0bu y\u0131ll\u0131k konferanslar\u0131n ba\u015flamas\u0131ndan bu yana yapt\u0131\u011f\u0131 gibi, pratik olarak yararl\u0131 veri ipu\u00e7lar\u0131 ve dijital ara\u00e7larla doluydu. 1989 y\u0131l\u0131nda ProPublica kullan\u0131lan\u00a0bir\u00a0ni\u015f veri setinde plajlar i\u00e7in kullan\u0131lan kumun kamyonlar dolusu al\u0131nmas\u0131n\u0131n \u015fiddetli f\u0131rt\u0131nalarda eridi\u011fini s\u00f6yledi.<\/p>\r\n\r\n\r\n\r\n<p><a href=\"https:\/\/www.buzzfeednews.com\/article\/peteraldhous\" target=\"_blank\" rel=\"noreferrer noopener\">BuzzFeed News bilim muhabiri Peter Aldhous<\/a>\u00a0, \u0130klim De\u011fi\u015fikli\u011fini Haberle\u015ftirmek i\u00e7in verileri kullanma ba\u015fl\u0131kl\u0131 sanal bir oturumda NetCDF veri dosyalar\u0131n\u0131n \u00fccretsiz Panoply arac\u0131na nas\u0131l kolayca y\u00fcklenebilece\u011fini ve daha eri\u015filebilir iklim i\u00e7in \u00f6zelle\u015ftirilmi\u015f haritalar yapmak i\u00e7in nas\u0131l kullanabilece\u011finizi g\u00f6sterdi.<\/p>\r\n\r\n\r\n\r\n<p>Panele NPR bilim muhabiri\u00a0<a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/twitter.com\/rhersher\">Rebecca Hersher<\/a>\u00a0ve\u00a0iklim hikayelerini hem raporlamay\u0131 hem de anlamay\u0131 kolayla\u015ft\u0131rabilecek az bilinen ve ni\u015f veri kaynaklar\u0131 hakk\u0131nda ipu\u00e7lar\u0131 payla\u015fan\u00a0ProPublica \u00e7evre muhabiri\u00a0<a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/twitter.com\/lisalsong\">Lisa Song<\/a>\u00a0kat\u0131ld\u0131\u00a0.<\/p>\r\n\r\n\r\n\r\n<p>\u0130pu\u00e7lar\u0131 aras\u0131nda deniz seviyesindeki art\u0131\u015fla ilgili haber yapmay\u0131 g\u00fc\u00e7lendirmenin, k\u0131y\u0131 deniz s\u0131cakl\u0131klar\u0131n\u0131 \u00f6l\u00e7menin, gelecekteki sel bask\u0131nlar\u0131n\u0131 modellemenin, kas\u0131rga hasar\u0131n\u0131 izlemenin ve d\u00fcnyan\u0131n d\u00f6rt bir yan\u0131ndan iklim verilerini \u00f6zelle\u015ftirmenin yollar\u0131 vard\u0131.<\/p>\r\n\r\n\r\n\r\n<h5 class=\"wp-block-heading\"><strong>Deniz Seviyesi Verileri<\/strong><\/h5>\r\n\r\n\r\n\r\n<p>Hersher, deniz seviyesinin y\u00fckselmesiyle ilgili hikayelerin iki zorlu\u011funun oldu\u011funu belirtiyor. Bunlar\u0131n ilki olarak bir\u00e7ok izleyicinin okyanus seviyelerinin ve de\u011fi\u015fim oranlar\u0131n\u0131n d\u00fcnyan\u0131n d\u00f6rt bir yan\u0131ndaki yerel k\u0131y\u0131lar i\u00e7in \u00f6nemli \u00f6l\u00e7\u00fcde farkl\u0131 oldu\u011funu fark etmemesi ve ikincisi, muhabirlerin genellikle anlamamas\u0131 oldu\u011funu s\u00f6yl\u00fcyor. Yerel gazeteciler \u00e7o\u011fu zaman deniz seviyesi verilerini nas\u0131l bulaca\u011f\u0131n\u0131 bilmiyor.<\/p>\r\n\r\n\r\n\r\n<p>Yerel deniz seviyeleri hakk\u0131nda k\u00fcresel veriler sunan\u00a0<a href=\"https:\/\/tidesandcurrents.noaa.gov\/sltrends\/sltrends_global.html\" target=\"_blank\" rel=\"noreferrer noopener\">Ulusal Okyanus ve Atmosfer \u0130daresi&#8217;nin (NOAA) Gelgitler ve Ak\u0131mlar Veri Trendleri&#8217;nde<\/a>\u00a0yerel veriler i\u00e7in m\u00fckemmel bir kaynak bulmak m\u00fcmk\u00fcn.<a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/translate.google.com\/website?sl=en&amp;tl=tr&amp;ajax=1&amp;elem=1&amp;se=1&amp;u=https:\/\/tidesandcurrents.noaa.gov\/sltrends\/sltrends_global.html\"><\/a><\/p>\r\n\r\n\r\n\r\n<p>Hersher, &#8220;Bu verilere eri\u015fmek ger\u00e7ekten \u00e7ok kolay&#8221; diyor.\u00a0\u00d6rne\u011fin, Annapolis, Maryland&#8217;de deniz seviyesinin y\u00fckselmesinin Santa Monica, California&#8217;dakinden \u00e7ok daha h\u0131zl\u0131 oldu\u011funu kolayca g\u00f6rebilirsiniz.<\/p>\r\n\r\n\r\n\r\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2021\/04\/ClimateMarylandGraph-771x633.png\" alt=\"\"\/><figcaption>NOAA Gelgitler ve Ak\u0131nt\u0131lar veritaban\u0131ndan al\u0131nan veri grafikleri, ABD&#8217;nin Do\u011fu K\u0131y\u0131s\u0131 kenti Annapolis (\u00fcstte) i\u00e7in deniz seviyesinin y\u00fckselmesinin Bat\u0131 K\u0131y\u0131s\u0131 kenti Santa Monica&#8217;dan \u00e7ok daha h\u0131zl\u0131 oldu\u011funu a\u00e7\u0131k\u00e7a g\u00f6stermektedir.\u00a0Resim: Ekran g\u00f6r\u00fcnt\u00fcs\u00fc<\/figcaption><\/figure><\/div>\r\n\r\n\r\n\r\n<p><a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/translate.google.com\/website?sl=en&amp;tl=tr&amp;ajax=1&amp;elem=1&amp;se=1&amp;u=https:\/\/tidesandcurrents.noaa.gov\/sltrends\/sltrends_global.html\"><\/a><\/p>\r\n\r\n\r\n\r\n<p><\/p>\r\n\r\n\r\n\r\n<p>Hersher\u00a0<a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/translate.google.com\/website?sl=en&amp;tl=tr&amp;ajax=1&amp;elem=1&amp;se=1&amp;u=https:\/\/www.postandcourier.com\/rising-waters\/forget-about-climate-change-the-real-story-is-climate-speed\/article_b0785be0-8e2f-11ea-bc3f-3bd7afe8bdf2.html\">,<\/a>\u00a0NOAA&#8217;n\u0131n yerelle\u015ftirilmi\u015f verilerinin ve genel olarak iklim de\u011fi\u015fikli\u011fi kapsam\u0131n\u0131n nas\u0131l kullan\u0131laca\u011f\u0131na dair \u201charika\u201d bir \u00f6rnek olarak\u00a0<a href=\"https:\/\/www.postandcourier.com\/rising-waters\/forget-about-climate-change-the-real-story-is-climate-speed\/article_b0785be0-8e2f-11ea-bc3f-3bd7afe8bdf2.html\" target=\"_blank\" rel=\"noreferrer noopener\">South Carolina&#8217;daki Post and Courier \u00e7\u0131k\u0131\u015f\u0131n\u0131n Rising Waters serisine<\/a>\u00a0i\u015faret ediyor\u00a0.\u00a0K\u0131y\u0131 kenti Charleston i\u00e7in bulduklar\u0131 veriler, yerel deniz seviyesinin 1990&#8217;dan 2000&#8217;e 1.4 in\u00e7 (3.6 santimetre) y\u00fckseldi\u011fini g\u00f6sterdi;\u00a02000&#8217;den 2010&#8217;a 2 in\u00e7 daha ve 2010&#8217;dan 2020&#8217;ye 2,7 in\u00e7 daha. Hikaye, sonu\u00e7 olarak, \u015fimdi yar\u0131m y\u00fczy\u0131l \u00f6nce y\u0131lda yakla\u015f\u0131k d\u00f6rt kez meydana gelen &#8220;rahats\u0131z edici sel&#8221; &#8211; y\u00fcksek gelgitte sel &#8211; oldu\u011funu buldu. \u015eehirde y\u0131lda yakla\u015f\u0131k 40 kez oluyor.<a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/translate.google.com\/website?sl=en&amp;tl=tr&amp;ajax=1&amp;elem=1&amp;se=1&amp;u=https:\/\/www.postandcourier.com\/rising-waters\/forget-about-climate-change-the-real-story-is-climate-speed\/article_b0785be0-8e2f-11ea-bc3f-3bd7afe8bdf2.html\"><\/a><\/p>\r\n\r\n\r\n\r\n<h5 class=\"wp-block-heading\"><strong>Gizli Deniz S\u0131cakl\u0131\u011f\u0131 Veri Seti<\/strong><\/h5>\r\n\r\n\r\n\r\n<p>Hersher, muhabirlerin k\u0131y\u0131 deniz y\u00fczeyi s\u0131cakl\u0131klar\u0131 hakk\u0131nda iyi veriler bulman\u0131n da &#8220;garip bir \u015fekilde zor&#8221; oldu\u011funu s\u00f6yl\u00fcyor.\u00a0Veri setinin ad\u0131 bunu \u00f6nermese de,\u00a0<a href=\"https:\/\/www.coralreefwatch.noaa.gov\/product\/5km\/index_5km_ssta.php\" target=\"_blank\" rel=\"noreferrer noopener\">NOAA Coral Reef Watch<\/a>\u00a0sitesi bu verilerin m\u00fckemmel ve az kullan\u0131lan bir kayna\u011f\u0131 diyor.<a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/translate.google.com\/website?sl=en&amp;tl=tr&amp;ajax=1&amp;elem=1&amp;se=1&amp;u=https:\/\/www.coralreefwatch.noaa.gov\/product\/5km\/index_5km_ssta.php\"><\/a><\/p>\r\n\r\n\r\n\r\n<p>Hersher, \u201c\u0130nsanlar\u0131n bu kayna\u011f\u0131 kullanmamalar\u0131n\u0131n bir nedeni, buna &#8216;Mercan Resifi \u0130zleme&#8217; denmesidir ancak bu mercanla ilgili olmayan veriler i\u00e7in ger\u00e7ekten yararl\u0131 olabilir\u201d diye a\u00e7\u0131kl\u0131yor.\u00a0\u201cSuyun \u00fcst tabakas\u0131 i\u00e7in normalden s\u0131cakl\u0131k anormallikleri olan ve nispeten y\u00fcksek \u00e7\u00f6z\u00fcn\u00fcrl\u00fckte g\u00fcnl\u00fck SST anormallikleri olarak adland\u0131rd\u0131klar\u0131 \u015feyi bulabilirsiniz.\u00a0NOAA, indirebilece\u011finiz bu verilerden kendi giflerini bile yap\u0131yor.\u00a0\u0130kinci s\u0131n\u0131f \u00f6\u011frencilerinin [anlayabilece\u011fi] kulland\u0131klar\u0131 \u00f6l\u00e7e\u011fi seviyorum.\u201d<\/p>\r\n\r\n\r\n\r\n<p>Hersher, bu veri setlerini\u00a0, kay\u0131tlardaki en s\u0131cak y\u0131l olan\u00a02020&#8217;nin\u00a0neden oldu\u011fu hasara\u00a0ili\u015fkin\u00a0<a href=\"https:\/\/www.npr.org\/2020\/12\/18\/943219856\/2020-may-be-the-hottest-year-on-record-heres-the-damage-it-did\" target=\"_blank\" rel=\"noreferrer noopener\">bir NPR hikayesi i\u00e7in kulland\u0131<\/a>\u00a0.<a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/translate.google.com\/website?sl=en&amp;tl=tr&amp;ajax=1&amp;elem=1&amp;se=1&amp;u=https:\/\/www.npr.org\/2020\/12\/18\/943219856\/2020-may-be-the-hottest-year-on-record-heres-the-damage-it-did\"><\/a><\/p>\r\n\r\n\r\n\r\n<h5 class=\"wp-block-heading\"><strong>Gelecekteki Selleri Modelleme<\/strong><\/h5>\r\n\r\n\r\n\r\n<p>Ta\u015fk\u0131n planlamas\u0131n\u0131n yerel verileri ve g\u00f6rselle\u015ftirmeleri i\u00e7in Hersher, yak\u0131n zamanda ani sel gibi \u015feyleri planlamak i\u00e7in yerel yetkililer taraf\u0131ndan g\u00f6revlendirilen geli\u015fmi\u015f bilgisayar modelleri olan hidrolojik modellere rastlad\u0131\u011f\u0131n\u0131 s\u00f6yl\u00fcyor.&#8221;Bence insanlar\u0131n bu kayna\u011f\u0131 kullanmama nedenlerinden biri, buna &#8216;Mercan Resifi \u0130zleme&#8217; denmesidir ancak ger\u00e7ekten mercanla ilgili olmayan veriler i\u00e7in ger\u00e7ekten yararl\u0131 olabilir.&#8221;\u00a0\u2013NPR&#8217;den Rebecca Hersher<\/p>\r\n\r\n\r\n\r\n<p>\u201cBunlar\u0131n hepsi, belirli miktarda su d\u00fc\u015ft\u00fc\u011f\u00fcnde suyun nereye gidece\u011fi ile ilgili\u201d diye belirtiyor.\u00a0\u201cSon derece yard\u0131mc\u0131 olabilirler.\u00a0Sorun \u015fu ki siz sormad\u0131k\u00e7a bu modellerin var oldu\u011funu asla bilemeyeceksiniz belki bir planlama veya bay\u0131nd\u0131rl\u0131k i\u015fleri departman\u0131 ya da bir ya\u011fmur suyu kurumu gerekiyor.&#8221;<\/p>\r\n\r\n\r\n\r\n<p>Ancak Hersher, bir\u00e7ok yetkilinin hidrolojik model verilerini yaln\u0131zca i\u015fletmeye alman\u0131n pahal\u0131 olmas\u0131 nedeniyle muhabirlerle payla\u015fmaktan memnuniyet duydu\u011funu ve bunlar\u0131n tam olarak kullan\u0131ld\u0131\u011f\u0131n\u0131 g\u00f6rmenin onlar i\u00e7in de\u011ferli oldu\u011funu belirtiyor.<\/p>\r\n\r\n\r\n\r\n<p>NPR, bu modelleri\u00a0ABD&#8217;nin Maryland eyaletindeki\u00a0<a href=\"https:\/\/apps.npr.org\/ellicott-city\/\" target=\"_blank\" rel=\"noreferrer noopener\">tarihi Ellicott City&#8217;deki ani sel planlamas\u0131 hakk\u0131nda \u00f6nemli bir hikaye i\u00e7in<\/a>\u00a0kulland\u0131\u011f\u0131n\u0131 g\u00f6r\u00fcyoruz.<a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/translate.google.com\/website?sl=en&amp;tl=tr&amp;ajax=1&amp;elem=1&amp;se=1&amp;u=https:\/\/apps.npr.org\/ellicott-city\/\"><\/a><\/p>\r\n\r\n\r\n\r\n<h5 class=\"wp-block-heading\"><strong>Ni\u015f Veri Setleri<\/strong><\/h5>\r\n\r\n\r\n\r\n<p>ProPublica&#8217;dan Lisa Song,\u00a0<a href=\"https:\/\/www.usgs.gov\/mission-areas\/water-resources\/science\/usgs-streamgaging-network?qt-science_center_objects=0#qt-science_center_objects\" target=\"_blank\" rel=\"noreferrer noopener\">USGS Streamgaging Network<\/a>\u00a0ve Federal Acil Durum Y\u00f6netim Ajans\u0131&#8217;n\u0131n (FEMA) Ulusal Sel Sigortas\u0131 Program\u0131\u00a0gibi ABD&#8217;ye \u00f6zg\u00fc NICAR21 hedef kitle veri setlerini sunmas\u0131na ra\u011fmen\u00a0, daha az bilinen iklim veri kaynaklar\u0131n\u0131n nas\u0131l hedeflenece\u011fine ili\u015fkin ipu\u00e7lar\u0131, bir\u00e7ok \u00fclkedeki gazeteciler i\u00e7in faydal\u0131 olabilir.<a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/translate.google.com\/website?sl=en&amp;tl=tr&amp;ajax=1&amp;elem=1&amp;se=1&amp;u=https:\/\/www.usgs.gov\/mission-areas\/water-resources\/science\/usgs-streamgaging-network?qt-science_center_objects%3D0%23qt-science_center_objects\"><\/a><\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\"><li>Devlet bilim kurumlar\u0131ndan hem nehir derinli\u011fi hem de ak\u0131\u015f  h\u0131zlar\u0131 i\u00e7in ak\u0131\u015f \u00f6l\u00e7er verilerini aray\u0131n ve zaman i\u00e7indeki de\u011fi\u015fiklikleri g\u00f6stermek i\u00e7in bu iki veri setini birlikte kullan\u0131n. Song, &#8220;Bu \u00f6l\u00e7\u00fcler geni\u015f a\u011flarda kullan\u0131l\u0131yor &#8211; nehirlere koyduklar\u0131 suyun y\u00fcksekli\u011fini \u00f6l\u00e7en \u015feyler ve saniyedeki akarsu ak\u0131\u015f\u0131n\u0131 \u00f6l\u00e7en di\u011fer \u00f6l\u00e7\u00fcler&#8221; diyor. &#8220;Her iki t\u00fcr veriyi de ta\u015fk\u0131n e\u011filimleri ve tarihsel e\u011filimler hakk\u0131nda baz\u0131 ilgin\u00e7 analizler yapmak i\u00e7in kullanabilirsiniz.&#8221; ProPublica,\u00a0<a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/revealnews.org\/article\/flood-thy-neighbor-who-stays-dry-and-who-decides\/\">Reveal<\/a>\u00a0ile ortakla\u015fa y\u00fcr\u00fctt\u00fckleri\u00a0<a href=\"https:\/\/revealnews.org\/article\/flood-thy-neighbor-who-stays-dry-and-who-decides\/\" target=\"_blank\" rel=\"noreferrer noopener\">Flood Thy Neighbor<\/a>\u00a0ba\u015fl\u0131kl\u0131\u00a0ara\u015ft\u0131rma projesi i\u00e7in gage verilerini kapsaml\u0131 bir \u015fekilde kulland\u0131\u00a0ve\u00a0\u00a0\u201c\u00a0[levee korumas\u0131 hakk\u0131nda] \u00f6l\u00fcm kal\u0131m kararlar\u0131n\u0131n ekonomi, politika ve \u015fanstan ziyade sa\u011flam bilim taraf\u0131ndan belirlendi\u011fini\u201d buldu.<br><br><a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/translate.google.com\/website?sl=en&amp;tl=tr&amp;ajax=1&amp;elem=1&amp;se=1&amp;u=https:\/\/revealnews.org\/article\/flood-thy-neighbor-who-stays-dry-and-who-decides\/\"><\/a><a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/translate.google.com\/website?sl=en&amp;tl=tr&amp;ajax=1&amp;elem=1&amp;se=1&amp;u=https:\/\/revealnews.org\/article\/flood-thy-neighbor-who-stays-dry-and-who-decides\/\"><\/a><\/li><li>Bununla birlikte, ge\u00e7mi\u015f e\u011filimler i\u00e7in ak\u0131\u015f \u00f6l\u00e7er verilerini kar\u015f\u0131la\u015ft\u0131r\u0131rken, bir &#8216;elma-elma&#8217; kar\u015f\u0131la\u015ft\u0131rmas\u0131 yapt\u0131\u011f\u0131n\u0131zdan emin olmak i\u00e7in ilgili anket yetkilisine dan\u0131\u015f\u0131n. &#8220;Bir g\u00f6stergeyi bir mil yukar\u0131 veya a\u015fa\u011f\u0131 y\u00f6nde hareket ettirmi\u015f olabilirler ve s\u0131f\u0131r noktalar\u0131n\u0131 yeniden kalibre etmeleri gerekiyordu&#8221; diye belirtiyor. &#8220;Verileri her zaman do\u011fru \u015fekilde kalibre etmeyi hat\u0131rlamad\u0131klar\u0131n\u0131 g\u00f6rd\u00fck.&#8221;<br><br><\/li><li>\u0130klim de\u011fi\u015fikli\u011finin zararlar\u0131n\u0131 ve aksi takdirde \u00f6l\u00e7\u00fclmesi zor olan maliyetleri g\u00f6sterebilecek, \u00f6zellikle akademik kaynaklardan al\u0131nan ni\u015f veri setlerini aray\u0131n.\u00a0\u00d6rne\u011fin, i\u00e7inde\u00a0<a href=\"https:\/\/www.propublica.org\/article\/the-high-cost-of-preserving-vulnerable-beaches\" target=\"_blank\" rel=\"noreferrer noopener\">kas\u0131rgalar zarar, plajlar\u0131 yenilemek b\u00fcy\u00fck maliyet<\/a>.<br><br><br><br><\/li><\/ul>\r\n\r\n\r\n\r\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2021\/04\/ClimateBeaches.png\" alt=\"\"\/><figcaption><a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/translate.google.com\/website?sl=en&amp;tl=tr&amp;ajax=1&amp;elem=1&amp;se=1&amp;u=https:\/\/www.propublica.org\/article\/the-high-cost-of-preserving-vulnerable-beaches\"><\/a><br>ProPublica, sahilleri yenilemek i\u00e7in kamyonlarca kumu sayan ni\u015f bir veri seti kullanarak giderek daha g\u00fc\u00e7l\u00fc kas\u0131rgalar\u0131n hem zarar\u0131n\u0131 hem de maliyetini g\u00f6sterebildi.\u00a0Resim: Ekran g\u00f6r\u00fcnt\u00fcs\u00fc<\/figcaption><\/figure><\/div>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\"><li>Kal\u0131plar\u0131 \u00f6l\u00e7mek i\u00e7in sel sigortas\u0131 veya acil yard\u0131m verilerini aray\u0131n. \u00d6rne\u011fin ABD&#8217;de Song, FEMA&#8217;n\u0131n s\u00fcrekli olarak sel hasar\u0131ndan etkilenen haneler i\u00e7in federal yard\u0131m sa\u011flayan Ulusal Sel Sigortas\u0131 Program\u0131 i\u00e7in ayr\u0131nt\u0131l\u0131 veriler \u00fcretti\u011fini s\u00f6yl\u00fcyor. Song, bu geni\u015f veri setine eri\u015fmek zor olsa da, muhabirlerin bu verilerin bir k\u0131sm\u0131n\u0131 veritaban\u0131n\u0131 elde etmek i\u00e7in ba\u015far\u0131yla dava a\u00e7an\u00a0<a href=\"https:\/\/www.nrdc.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">Do\u011fal Kaynaklar Savunma Konseyi<\/a>\u00a0(NRDC) \u00e7evre grubundan\u00a0talep edebilece\u011fini s\u00f6yl\u00fcyor\u00a0.\u00a0\u00a0<br><\/li><li>Radyo, TV ve dijital haber odalar\u0131 i\u00e7in\u00a0<a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/www.climatecentral.org\/partnerships-journalism\">bir\u00a0ortakl\u0131k program\u0131<\/a>\u00a0sunan iklim bilimcileri ve gazeteciler etraf\u0131nda kurulmu\u015f ba\u011f\u0131ms\u0131z bir kurulu\u015f olan\u00a0<a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/www.climatecentral.org\/\">Climate Central<\/a>\u00a0gibi, muhabirlere aktif olarak yard\u0131m etmeye \u00e7al\u0131\u015fan bas\u0131n dostu kurulu\u015flara ula\u015f\u0131n\u00a0. Song, &#8220;Climate Central, iklim verileri i\u00e7in iyi bir genel kaynakt\u0131r ve ayr\u0131ca yerel muhabirlere \u00f6zellikle de yay\u0131n muhabirlerine her t\u00fcrl\u00fc iklim verisine eri\u015fme ve g\u00f6rselle\u015ftirme konusunda yard\u0131mc\u0131 olmaya \u00e7al\u0131\u015fan eksiksiz bir programa sahiptir&#8221; diyor.<br><br><a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/translate.google.com\/website?sl=en&amp;tl=tr&amp;ajax=1&amp;elem=1&amp;se=1&amp;u=https:\/\/www.climatecentral.org\/\"><\/a><a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/translate.google.com\/website?sl=en&amp;tl=tr&amp;ajax=1&amp;elem=1&amp;se=1&amp;u=https:\/\/www.climatecentral.org\/partnerships-journalism\"><\/a><\/li><li>Savunuculuk gruplar\u0131, akademik kurumlar ve \u00f6zel \u015firketlerden \u00e7evresel felaketlerden sonra ger\u00e7ek zamanl\u0131 \u00f6rnekleme verilerini aray\u0131n. Song, 2017&#8217;de ABD&#8217;de Harvey Kas\u0131rgas\u0131&#8217;n\u0131n ard\u0131ndan \u00f6zel bir \u015firketin kendi mobil hava izleme laboratuvar\u0131n\u0131 f\u0131rt\u0131nada hasar g\u00f6ren bir petrol rafinerisinin \u00e7evresine s\u00fcrd\u00fc\u011f\u00fcn\u00fc s\u00f6yl\u00fcyor. \u015eirketin havadaki buldu\u011fu verilerin, ABD h\u00fck\u00fcmet g\u00f6zlemcisi \u00c7evre Koruma Ajans\u0131&#8217;n\u0131n verilerinden daha \u015feffaf ve kapsaml\u0131 oldu\u011funu s\u00f6yl\u00fcyor.<br><\/li><li>Harika bir gaz emisyonu veritaban\u0131 buldu\u011funuzda, derine inin.\u00a0Song\u00a0, LA Times&#8217;\u0131n\u00a0kapsaml\u0131 bir\u00a0sera gaz\u0131 emisyonu veri setlerini\u00a0derinlemesine incelemenin harika bir \u00f6rne\u011fi olarak, Kaliforniya&#8217;daki orman yang\u0131nlar\u0131n\u0131n eyaletin emisyon azaltma yasalar\u0131 taraf\u0131ndan elde edilen t\u00fcm \u00e7evresel kazan\u0131mlar\u0131 iptal etti\u011fini g\u00f6steren\u00a0<a href=\"https:\/\/ww2.arb.ca.gov\/mrr-data\" target=\"_blank\" rel=\"noreferrer noopener\">LA Times taraf\u0131ndan yay\u0131nlanan b\u00fcy\u00fck bir 2019 hikayesine<\/a>\u00a0i\u015faret ediyor\u00a0.\u00a0\u00a0\u00a0<a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/translate.google.com\/website?sl=en&amp;tl=tr&amp;ajax=1&amp;elem=1&amp;se=1&amp;u=https:\/\/www.latimes.com\/environment\/story\/2019-10-08\/california-must-triple-its-pace-of-emissions-reduction-or-miss-its-2030-climate-goals\"><\/a><a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/translate.google.com\/website?sl=en&amp;tl=tr&amp;ajax=1&amp;elem=1&amp;se=1&amp;u=https:\/\/ww2.arb.ca.gov\/mrr-data\"><\/a><\/li><\/ul>\r\n\r\n\r\n\r\n<h5 class=\"wp-block-heading\"><br><strong>Izgara Y\u00fczeyli  \u0130klim Verilerinin \u0130\u015flenmesi<\/strong><\/h5>\r\n\r\n\r\n\r\n<p>NetCDF dosyalar\u0131n\u0131n iklim biliminde ne kadar yayg\u0131n oldu\u011funu g\u00f6stermek i\u00e7in, BuzzFeed&#8217;den Peter Aldhous, \u00f6nemli bir iklim bilimi kayna\u011f\u0131\u00a0<a href=\"https:\/\/climatedataguide.ucar.edu\/\" target=\"_blank\" rel=\"noreferrer noopener\">olan Ulusal Atmosferik Ara\u015ft\u0131rmalar \u0130klim Verileri Merkezi Merkezi&#8217;ni<\/a>\u00a0ara\u015ft\u0131rd\u0131. Ar\u015fivin toplam 214 veri setinden 134&#8217;\u00fcn\u00fcn NetCDF format\u0131nda sunuldu\u011funu tespit etti.\u00a0<\/p>\r\n\r\n\r\n\r\n<p>Bu dosyalar\u0131n genellikle 2 derece enlem ve 2 derece boylam gibi her bir harita \u0131zgara h\u00fccresi i\u00e7in hem bilgi hem de zaman periyotlar\u0131 g\u00f6sterdi\u011fini s\u00f6yl\u00fcyor.\u00a0\u00d6rne\u011fin,\u00a0<a href=\"https:\/\/data.giss.nasa.gov\/gistemp\/\" target=\"_blank\" rel=\"noreferrer noopener\">NASA&#8217;n\u0131n GISTEMP analizinin<\/a>\u00a0, ar\u015fivin 1880&#8217;e kadar geriye gitmesiyle, bu y\u00fczlerce kare kare ve  t\u00fcm gezegen i\u00e7in y\u00fczey s\u0131cakl\u0131\u011f\u0131 bilgilerini yay\u0131nlad\u0131\u011f\u0131n\u0131\u00a0belirtiyor\u00a0.<\/p>\r\n\r\n\r\n\r\n<p>Aldhous, &#8220;E-tablolara ve veritabanlar\u0131na a\u015fina iseniz, NetCDF muhtemelen \u00fczerinde \u00e7al\u0131\u015fmay\u0131 d\u00fc\u015f\u00fcnmek i\u00e7in garip bir formatt\u0131r bu zaman boyutu ve iki alan boyutu&#8221; diyor.\u00a0\u201cAncak bu formata bakmay\u0131 ger\u00e7ekten kolayla\u015ft\u0131ran bir yaz\u0131l\u0131m var \u2013\u00a0<a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/translate.google.com\/website?sl=en&amp;tl=tr&amp;ajax=1&amp;elem=1&amp;se=1&amp;u=https:\/\/www.giss.nasa.gov\/tools\/panoply\/\">Panoply<\/a>\u00a0.\u00a0\u00c7ok platformludur &#8211; bilgisayar\u0131n\u0131zda Java&#8217;ya ihtiyac\u0131n\u0131z var. Kolayca indirebilir ve \u00e7al\u0131\u015ft\u0131rmaya ba\u015flayabilirsiniz.\u201d<\/p>\r\n\r\n\r\n\r\n<p class=\"has-text-align-center\"><img loading=\"lazy\" decoding=\"async\" width=\"771\" height=\"563\" srcset=\"https:\/\/translate.google.com\/website?sl=en&amp;tl=tr&amp;ajax=1&amp;elem=1&amp;se=1&amp;u=https:\/\/gijn.org\/wp-content\/uploads\/2021\/04\/ClimateGlobePanoply-771x563.png 771w,https:\/\/gijn-org.translate.goog\/2021\/05\/11\/new-data-tools-and-tips-for-investigating-climate-change\/?_x_tr_sl=en&amp;_x_tr_tl=tr&amp;_x_tr_hl=en-GB&amp;_x_tr_pto=ajax,elem https:\/\/gijn.org\/wp-content\/uploads\/2021\/04\/ClimateGlobePanoply-336x245.png 336w,https:\/\/gijn-org.translate.goog\/2021\/05\/11\/new-data-tools-and-tips-for-investigating-climate-change\/?_x_tr_sl=en&amp;_x_tr_tl=tr&amp;_x_tr_hl=en-GB&amp;_x_tr_pto=ajax,elem https:\/\/gijn.org\/wp-content\/uploads\/2021\/04\/ClimateGlobePanoply-768x561.png 768w,https:\/\/gijn-org.translate.goog\/2021\/05\/11\/new-data-tools-and-tips-for-investigating-climate-change\/?_x_tr_sl=en&amp;_x_tr_tl=tr&amp;_x_tr_hl=en-GB&amp;_x_tr_pto=ajax,elem https:\/\/gijn.org\/wp-content\/uploads\/2021\/04\/ClimateGlobePanoply.png 996w\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2021\/04\/ClimateGlobePanoply-771x563.png\" alt=\"\"><\/p>\r\n\r\n\r\n\r\n<p class=\"has-text-align-center\"><em>Bu at\u00f6lye \u00f6rne\u011finde, NASA Panoply arac\u0131, bir NetCDF veri dosyas\u0131ndan otuz y\u0131l\u0131 a\u015fk\u0131n s\u00fcredir k\u00fcresel s\u0131cakl\u0131k anormalliklerini i\u015fliyor\u00a0Resim: Ekran g\u00f6r\u00fcnt\u00fcs\u00fc<\/em><\/p>\r\n\r\n\r\n\r\n<p>Panoply&#8217;de bir NetCDF dosyas\u0131 a\u00e7t\u0131ktan sonra Aldhous \u015funlar\u0131 yapman\u0131z\u0131 \u00f6neriyor:<\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\"><li>\u0130lgilendi\u011finiz veri katman\u0131n\u0131 veya katmanlar\u0131 se\u00e7in ve bir \u00e7izim olu\u015fturun.<\/li><li>Bir harita olu\u015fturmak i\u00e7in Panoply&#8217;nin varsay\u0131lan boylam ve enlem \u00e7izim program\u0131n\u0131 kullan\u0131n.<\/li><li>Haritan\u0131z\u0131n \u00f6l\u00e7e\u011fini ve renk paletlerini \u00f6zelle\u015ftirmek i\u00e7in Panoply&#8217;nin kullan\u0131c\u0131 dostu filtrelerini kullan\u0131n.<\/li><li>\u00dclke s\u0131n\u0131rlar\u0131n\u0131n \u00fcst \u00fcste bindirmeleri ve haritan\u0131n kendisi i\u00e7in projeksiyon t\u00fcrleri dahil olmak \u00fczere veri setinizi en iyi \u015fekilde g\u00f6sterece\u011fini d\u00fc\u015f\u00fcnd\u00fc\u011f\u00fcn\u00fcz se\u00e7enekleri se\u00e7erken e\u011flenin.\u00a0<\/li><li>Haritan\u0131z\u0131 etiketleyin ve onu resim veya animasyon olarak kaydedin.<\/li><\/ul>\r\n\r\n\r\n\r\n<p>Aldhous, &#8220;Kullan\u0131m\u0131 olduk\u00e7a kolay ve deniz y\u00fczeyi s\u0131cakl\u0131klar\u0131 gibi \u015feylerle ilgili ham verilere eri\u015fmenizi sa\u011fl\u0131yor&#8221; diye a\u00e7\u0131kl\u0131yor.&nbsp;<\/p>\r\n\r\n\r\n\r\n<p>Aldhous, kodlama deneyimi olan muhabirler i\u00e7in, \u0131zgaral\u0131 iklim verilerinin\u00a0<a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/rspatial.org\/raster\/pkg\/index.html\">Raster paketindeki<\/a>\u00a0R programlama dilinde\u00a0i\u015flenmesini \u00f6neriyor.<\/p>\r\n\r\n\r\n\r\n<p>\u00a0&#8220;\u0130klim \u00e7al\u0131\u015fmalar\u0131m\u0131n \u00e7o\u011funu R&#8217;de yap\u0131yorum ve Raster paketini kullan\u0131yorum bu verilerle \u00e7al\u0131\u015fmak i\u00e7in inan\u0131lmaz derecede g\u00fc\u00e7l\u00fc bir paket&#8221; diyor.\u00a0\u201cUmar\u0131m kod ile \u00e7al\u0131\u015fm\u0131\u015f olanlar bu pakete bakar ve &#8216;\u00e7ok korkutucu g\u00f6r\u00fcnm\u00fcyor&#8217; diye d\u00fc\u015f\u00fcn\u00fcrler.\u201d\u00a0\u00a0<\/p>\r\n\r\n\r\n\r\n<p><em>NICAR21&#8217;de daha fazlas\u0131yla ilgileniyor musunuz?\u00a0Program\u0131n tamam\u0131na\u00a0<\/em><a href=\"https:\/\/nicar21.pathable.co\/agenda#\/?limit=20&amp;sortByFields[0]=startsAt&amp;sortByOrders[0]=1&amp;uid=gu9QWYWkxfoSkeDyE\" target=\"_blank\" rel=\"noreferrer noopener\"><em>buradan<\/em><\/a><em>\u00a0, kaydedilen oturumlara ise Mart 2022&#8217;ye kadar\u00a0<\/em><a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/www.ire.org\/training\/conferences\/nicar-2021\/nicar21-registration\/\"><em>bu ba\u011flant\u0131 \u00fczerinden<\/em><\/a><em>\u00a0eri\u015filebilir ve izlenebilir<\/em>\u00a0.\u00a0<\/p>\r\n\r\n\r\n\r\n<h4 class=\"wp-block-heading\">Ek Okuma<\/h4>\r\n\r\n\r\n\r\n<p><a href=\"https:\/\/gijn.org\/2019\/04\/22\/investigating-the-story-of-the-century\/\" target=\"_blank\" rel=\"noreferrer noopener\"><em>\u0130klim De\u011fi\u015fikli\u011fi: Y\u00fczy\u0131l\u0131n Hikayesini Ara\u015ft\u0131rmak<\/em><\/a><\/p>\r\n\r\n\r\n\r\n<p><a href=\"https:\/\/gijn.org\/2020\/11\/24\/my-favorite-tools-alberto-cairo-on-data-visualization\/\" target=\"_blank\" rel=\"noreferrer noopener\"><em>Favori Ara\u00e7lar\u0131m: Alberto Cairo, Veri G\u00f6rselle\u015ftirme \u00dczerine<\/em><\/a><\/p>\r\n\r\n\r\n\r\n<p><a href=\"https:\/\/gijn.org\/climate-crisis-ideas-for-investigative-journalists\/\" target=\"_blank\" rel=\"noreferrer noopener\"><em>\u0130klim Krizi: Ara\u015ft\u0131rmac\u0131 Gazeteciler \u0130\u00e7in Fikirler<\/em><\/a><\/p>\r\n\r\n\r\n\r\n<hr class=\"wp-block-separator\"\/>\r\n\r\n\r\n\r\n<div class=\"wp-block-image\"><figure class=\"alignleft\"><img loading=\"lazy\" decoding=\"async\" width=\"140\" height=\"140\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2021\/02\/Rowan-Philp-140x140-1-140x140.png\" alt=\"\" class=\"wp-image-309506\" srcset=\"https:\/\/gijn.org\/wp-content\/uploads\/2021\/02\/Rowan-Philp-140x140-1.png 140w, https:\/\/gijn.org\/wp-content\/uploads\/2021\/02\/Rowan-Philp-140x140-1-60x60.png 60w\" sizes=\"auto, (max-width: 140px) 100vw, 140px\" \/><\/figure><\/div>\r\n\r\n\r\n\r\n<p><a rel=\"noopener\" target=\"_blank\" href=\"https:\/\/translate.google.com\/website?sl=en&amp;tl=tr&amp;ajax=1&amp;elem=1&amp;se=1&amp;u=https:\/\/twitter.com\/RowanPhilp\"><strong><em>Rowan Philp<\/em><\/strong><\/a>\u00a0<em>, GIJN muhabiridir.\u00a0Rowan, daha \u00f6nce G\u00fcney Afrika&#8217;n\u0131n\u00a0<\/em><a href=\"https:\/\/www.timeslive.co.za\/sunday-times\/\" target=\"_blank\" rel=\"noreferrer noopener\"><em>Sunday Times gazetesinin<\/em><\/a><em>\u00a0ba\u015f muhabiriydi\u00a0.\u00a0Bir d\u0131\u015f muhabir olarak, d\u00fcnya \u00e7ap\u0131nda iki d\u00fczineden fazla \u00fclkeden haberler, siyaset, yolsuzluk ve \u00e7at\u0131\u015fmalar hakk\u0131nda haber yapt\u0131.<\/em><\/p>\r\n\r\n\r\n\r\n<p><\/p>\r\n","protected":false},"excerpt":{"rendered":"<p>Bir\u00e7ok veri gazetecisi i\u00e7in iklim verileriyle \u00e7al\u0131\u015fman\u0131n zor yan\u0131 \u00e7o\u011funun birden \u00e7ok zaman ve mekan boyutunda bir araya gelmesidir.&nbsp;\u00d6rne\u011fin, bir haritadaki her k\u00fc\u00e7\u00fck \u0131zgara kare, zaman i\u00e7indeki s\u0131cakl\u0131k de\u011fi\u015fimleri hakk\u0131nda farkl\u0131 bilgiler i\u00e7erebilir. Ve bu &#8220;\u0131zgaral\u0131 iklim verileri&#8221; genellikle elektronik tablolardan \u00e7ok farkl\u0131 olan ve bir\u00e7ok muhabirin a\u015fina olmad\u0131\u011f\u0131\u00a0NetCDF\u00a0adl\u0131 bir dosya bi\u00e7imindedir. Son\u00a0NICAR21 veri gazetecili\u011fi [&hellip;]<\/p>\n","protected":false},"author":3031180,"featured_media":1096537,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"republication-tracker-tool-hide-widget":false,"footnotes":"","_tec_slr_enabled":"","_tec_slr_layout":""},"categories":[23206],"tags":[22355],"gijn_topic":[18925],"series":[],"gijn_language":[],"gijn_region":[],"class_list":["post-1303248","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-hikayeler","tag-propublica-tr","gijn_topic-veri-gazeteciligi"],"acf":[],"ticketed":false,"_links":{"self":[{"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/posts\/1303248","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/users\/3031180"}],"replies":[{"embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/comments?post=1303248"}],"version-history":[{"count":1,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/posts\/1303248\/revisions"}],"predecessor-version":[{"id":1303250,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/posts\/1303248\/revisions\/1303250"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/media\/1096537"}],"wp:attachment":[{"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/media?parent=1303248"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/categories?post=1303248"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/tags?post=1303248"},{"taxonomy":"gijn_topic","embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/gijn_topic?post=1303248"},{"taxonomy":"series","embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/series?post=1303248"},{"taxonomy":"gijn_language","embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/gijn_language?post=1303248"},{"taxonomy":"gijn_region","embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/gijn_region?post=1303248"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}