{"id":5470,"date":"2022-08-10T17:39:00","date_gmt":"2022-08-10T15:39:00","guid":{"rendered":"https:\/\/geopard.tech\/?p=5470"},"modified":"2026-09-29T10:15:44","modified_gmt":"2026-09-29T08:15:44","slug":"mis-on-ndvi-normaliseeritud-erinevuse-taimestikuindeks","status":"publish","type":"post","link":"https:\/\/geopard.tech\/est\/blog\/what-is-ndvi-normalized-difference-vegetation-index\/","title":{"rendered":"Normaliseeritud taimestiku erinevuse indeks (NDVI) muudab p\u00f5llumehe elu lihtsamaks"},"content":{"rendered":"<p>Normaliseeritud taimestiku erinevusindeks (NDVI) on taimestiku tiheduse ja tervise kvantifitseerimiseks sageli kasutatav m\u00f5\u00f5dik. Selle v\u00e4\u00e4rtused j\u00e4\u00e4vad vahemikku -1 kuni 1, kusjuures negatiivsed v\u00e4\u00e4rtused n\u00e4itavad vett v\u00f5i paljast mulda, nullil\u00e4hedased v\u00e4\u00e4rtused h\u00f5redat taimestikku ja k\u00f5rgemad v\u00e4\u00e4rtused tihedamat ja tervemat taimestikku.<\/p>\n<h2>Mis on normaliseeritud taimestiku erinevuse indeks (NDVI)?<\/h2>\n<p>See on meetod, mis arvutab taimestiku poolt vastuv\u00f5etava punase valguse hulga ja taimestiku poolt tugevalt peegeldatud l\u00e4hiinfrapunavalguse hulga erinevust.<\/p>\n<p>Selle meetodi eesm\u00e4rk on pakkuda kvantitatiivset anal\u00fc\u00fcsi taimestiku seisundi kohta. Pole \u00fchtki olukorda, kus selle v\u00e4\u00e4rtus j\u00e4\u00e4ks v\u00e4ljapoole vahemikku -1 kuni +1. Siiski ei ole selget piiri paljude v\u00f5imalike maakatte t\u00fc\u00fcpide vahel.<\/p>\n<p>Kui numbrite summa on v\u00e4iksem kui null, on \u00fcsna t\u00f5en\u00e4oline, et k\u00f5nealune aine on vesi. Kui NDVI tulemus on positiivsele \u00fcsna l\u00e4hedal, on suur t\u00f5en\u00e4osus, et tegemist on lihtsalt hunniku tihedalt pakitud roheliste lehtedega. See kehtib eriti juhul, kui lehed on tihedalt koos.<\/p>\n<p>Rohelistel lehtedel on suurem v\u00e4\u00e4rtus kui punastel lehtedel, mist\u00f5ttu see nii ongi. Kujutage hetkeks ette, et see on v\u00e4ga l\u00e4hedal nullile.<\/p>\n<p>Sellises olukorras on v\u00e4he lootust, et mingeid lehti alles on, ja piirkond v\u00f5ib selleks ajaks olla isegi linnastunud. Normalized Difference Vegetation Indicator on indeks, mida anal\u00fc\u00fctikud kasutavad j\u00e4rgmises valdkonnas: <a href=\"https:\/\/geopard.tech\/est\/blogi\/kaugseire-tuubid-pollumajanduses\/\">kaugseire<\/a> enamiku ajast.<\/p>\n<h2>Miks on normaliseeritud taimestiku erinevuse indeks kasulik?<\/h2>\n<p>Taimestikuindekseid on palju ja valdav enamus neist on omavahel v\u00f5rreldavad. Siiski on see k\u00f5ige sagedamini ja laialdasemalt kasutatav ning sellel on ka oluline eelis, milleks on piltide k\u00f5rge resolutsioon, mis on saadud <a href=\"https:\/\/help.geopard.tech\/web\/satellitemonitor\/\">satelliidiandmed<\/a>.<\/p>\n<p>Sellistel asjaoludel v\u00f5ib NDVI m\u00e4\u00e4ramiseks kasutada k\u00fcmne meetri resolutsiooniga kanaleid. Pidage meeles, et \u00fcks piksel v\u00f5rdub k\u00fcmne korda k\u00fcmne meetriga. Teisest k\u00fcljest v\u00f5ib indeksi resolutsioon, mis kasutab t\u00e4iendavaid valguskanaleid, nimelt punast vanust, olla kaksk\u00fcmmend meetrit, kus \u00fcks piksel v\u00f5rdub kahek\u00fcmne korda kahek\u00fcmne meetriga.<\/p>\n<h2>Kuidas NDVI-d arvutatakse?<\/h2>\n<p>Selle saab kindlaks m\u00e4\u00e4rata j\u00e4rgmise lihtsa matemaatilise protseduuri abil, mis teisendab satelliidilt saadud t\u00f6\u00f6tlemata teabe taimestiku indeksiteks.<\/p>\n<p><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" data-attachment-id=\"5475\" data-permalink=\"https:\/\/geopard.tech\/est\/blog\/what-is-ndvi-normalized-difference-vegetation-index\/74-2-min\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.2-min.jpg?fit=2400%2C1300&amp;ssl=1\" data-orig-size=\"2400,1300\" data-comments-opened=\"1\" data-image-title=\"Normalized Difference Vegetation Index formula\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.2-min.jpg?fit=1024%2C555&amp;ssl=1\" class=\"wp-image-5475 aligncenter\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.2-min.jpg?resize=810%2C439&#038;ssl=1\" alt=\"Normaliseeritud erinevuse taimestiku indeksi valem\" width=\"810\" height=\"439\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.2-min.jpg?resize=1024%2C555&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.2-min.jpg?resize=300%2C163&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.2-min.jpg?resize=768%2C416&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.2-min.jpg?resize=1536%2C832&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.2-min.jpg?resize=2048%2C1109&amp;ssl=1 2048w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.2-min.jpg?resize=1200%2C650&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.2-min.jpg?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p>See v\u00f5rrand loob \u00fche representatiivse arvu, mis integreerib punases ja NIR (l\u00e4hi-infrapuna) sagedusalas k\u00e4ttesaadava teabe.<\/p>\n<p>Selleks lahutatakse punase spektraalriba peegeldusv\u00f5ime l\u00e4hiinfrapunariba peegeldusv\u00f5imest. Seej\u00e4rel jagatakse tulemus l\u00e4hiinfrapuna- ja punase lainepikkuse kogupeegeldusega.<\/p>\n<p>NDVI hinnang ei ole kunagi rohkem kui positiivne ega v\u00e4hem kui negatiivne. Lisaks t\u00e4histab arv vahemikus -1 kuni 0 surnud taime ja anorgaanilisi objekte, nagu kivid, teed ja hooned.<\/p>\n<p>Samal ajal v\u00f5ivad selle v\u00e4\u00e4rtused elavate taimede puhul varieeruda vahemikus 0 kuni 1, kus 1 t\u00e4histab k\u00f5ige tervemat taime ja 0 k\u00f5ige ebatervislikumat taime. Pildi igale pikslile on v\u00f5imalik m\u00e4\u00e4rata \u00fcks v\u00e4\u00e4rtus, olenemata sellest, kas see piksel t\u00e4histab \u00fchte lehte v\u00f5i 500 aakri suurust nisup\u00f5ldu.<\/p>\n<h2>Kuidas me kasutame normaliseeritud taimestiku erinevuse indeksit?<\/h2>\n<p>\u00d5igustatult kasutatakse seda n\u00fc\u00fcd mitmetes erinevates uurimisvaldkondades. N\u00e4iteks p\u00f5llumajanduses rakendatakse seda t\u00e4ppisp\u00f5llumajanduse ja biomassi hindamise eesm\u00e4rkide saavutamiseks. Metsnikud kasutavad seda ka metsaressursside ja lehtede pindala indeksi (LAI) hindamiseks.<\/p>\n<p>Lisaks usub NASA, et see on usaldusv\u00e4\u00e4rne n\u00e4itaja p\u00f5uaolude olemasolust. Nii proportsionaalne NDVI kui ka taimestiku kontsentratsioon on madalamad piirkondades, kus vesi takistab taimestiku teket.<\/p>\n<p>Seda seet\u00f5ttu, et vesi takistab taimede juurte s\u00fcgavamale pinnasesse kasvamist. See, sealhulgas muud liiki <a href=\"https:\/\/geopard.tech\/est\/blogi\/kaugseire-tuubid-pollumajanduses\/\">kaugseire<\/a>, on v\u00f5imeline olema reaalsuses v\u00e4ga mitmel erineval viisil kasutatav.<\/p>\n<h2>Mida saab NDVI meile taimede kohta \u00f6elda?<\/h2>\n<p>On oluline omada kindlat arusaama normaliseeritud erinevusest. <a href=\"https:\/\/geopard.tech\/est\/blogi\/taimestiku-indeks-ja-kuidas-neid-tappispollumajanduses-kasutatakse\/\">Taimestiku indeks<\/a> on ainult n\u00e4itaja taime tervislikust seisundist ega anna teavet teatud seisundi p\u00f5hjuste kohta.<\/p>\n<p>Taimestikuindeks on pigem v\u00e4ljend kui otsene peegeldus p\u00f5llul toimuvast. Vaatleme NDVI kolme rakendust p\u00f5lluanal\u00fc\u00fcsis:<\/p>\n<p><strong>Kui uus hooaeg algab<\/strong><\/p>\n<p>See on kasulik taime talvekindluse ja selle elluj\u00e4\u00e4mise m\u00f5istmiseks.<\/p>\n<ul>\n<li>Kui selle v\u00e4\u00e4rtus on v\u00e4iksem kui 0,15, on \u00fcsna t\u00f5en\u00e4oline, et k\u00f5ik selle p\u00f5llul\u00f5igu taimed on hukkunud. Tavaliselt kehtivad need arvud haritud mulla kohta, kus taimi pole.<\/li>\n<li>Teine n\u00e4ide madalast arvust on 0,15\u20130,2. See v\u00f5ib viidata sellele, et taimed hakkasid talveks valmistuma varajasel fenoloogilisel perioodil, enne mullaharimise etappi.<\/li>\n<li>Tulemus vahemikus 0,2\u20130,3 on rahuldav. Taimed on suure t\u00f5en\u00e4osusega j\u00f5udnud mullaharimisfaasi ja taastanud oma vegetatiivse seisundi. 0,3\u2212<\/li>\n<li>0,5 on korralik v\u00e4\u00e4rtus. Siiski on oluline meeles pidada, et k\u00f5rgemad NDVI n\u00e4idud viitavad sellele, et taimed talvitusid hilisemas fenoloogilises staadiumis. Oletame, et satelliidipilt j\u00e4\u00e4dvustati enne taimestiku normaalse seisundi taastumist. Sellisel juhul on oluline anal\u00fc\u00fcsida ala p\u00e4rast seda, kui taimestik on oma normaalse vormi j\u00e4tkanud.<\/li>\n<li>Arv, mis on suurem kui 0,5, n\u00e4itab anomaaliat talvitumisj\u00e4rgses faasis. Soovitatav on seda p\u00f5lluv\u00f6\u00f6ndit kontrollida.<\/li>\n<\/ul>\n<p>Kokkuv\u00f5tteks, kui m\u00e4rkate, et saadud v\u00e4\u00e4rtused erinevad normist oluliselt, peate l\u00e4bi viima vastava p\u00f5lluosa kontrollimise. Selleks, et v\u00e4\u00e4rtusi saaks antud piirkonnas ebanormaalseks liigitada, on vaja normist suurt k\u00f5rvalekallet.<\/p>\n<p><strong>Kui hooaeg on keskel<\/strong><\/p>\n<p>Indeksi kasutamine v\u00f5ib olla abiks taimede arengu paremaks m\u00f5istmiseks. Kujutage ette, et n\u00e4idud j\u00e4\u00e4vad leebe ja k\u00f5rge vahele (0,5\u20130,85). On v\u00e4ga t\u00f5en\u00e4oline, et see konkreetne piirkonna osa ei seisa praegu silmitsi suuremate probleemidega.<\/p>\n<p>Kui indeks j\u00e4\u00e4b madalamaks kui peaks, v\u00f5ib esineda probleeme, n\u00e4iteks mulla vee- v\u00f5i toitainete puudus. Siiski peate seda konkreetset valdkonda ise uurima.<\/p>\n<p>Me genereerime <a href=\"https:\/\/geopard.tech\/est\/majandamisvoondid-vra-kaardid\/\">Muutuva normiga pealekandmise (VRA) kaardid<\/a> l\u00e4mmastikku, kasutades normaliseeritud taimestiku erinevuse indeksit. Me tuvastame piirkonnad, mille taimestiku indeksid j\u00e4\u00e4vad vahemikku madalast k\u00f5rgeni.<\/p>\n<p>P\u00e4rast seda on iga p\u00f5llumehe enda otsustada vajaliku v\u00e4etise kogus. J\u00e4rgnev on k\u00f5ige t\u00f5husam l\u00e4mmastiku lisamise meetod:<\/p>\n<ul>\n<li>Oletame, et piirkonna vegetatsiooniindeks on k\u00f5rge. Sellisel juhul tuleks soovitatavat v\u00e4etisekogust v\u00e4hendada 10 ja 30 protsendini t\u00fc\u00fcpilisest kogusest.<\/li>\n<li>Kui taimestikuindeks on keskmise l\u00e4hedal, tuleks soovitatavat v\u00e4etisekogust suurendada 20\u201325 protsendini t\u00fc\u00fcpilisest kogusest.<\/li>\n<li>Kui taimestiku indeks on madal, tuleb k\u00f5igepealt v\u00e4lja selgitada, miks see nii on.<\/li>\n<\/ul>\n<p>P\u00f5llu rekonstrueerimiseks <a href=\"https:\/\/geopard.tech\/est\/saagikuse-andmed\/\">p\u00f5llumajanduslik saagikus<\/a>, kasutame ka meie seda indeksit. Nende andmete p\u00f5hjal koostame kaarte, mida saab kasutada kaalium- ja fosfaatv\u00e4etiste muutuva normiga lisamiseks.<\/p>\n<p><strong>Kui hooaeg on l\u00e4bi<\/strong><\/p>\n<p>NDVI indeks on kasulik t\u00f6\u00f6riist selle kindlakstegemiseks, kas p\u00f5llud on koristusvalmis; mida madalam on indeks, seda l\u00e4hemale l\u00e4heneb osa alast koristusvalmiduse staadiumile. Sellisel juhul oleks ideaalne indeksi v\u00e4\u00e4rtus alla 0,25.<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"5476\" data-permalink=\"https:\/\/geopard.tech\/est\/blog\/what-is-ndvi-normalized-difference-vegetation-index\/74-3-min-1\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.3-min-1.jpg?fit=2400%2C1300&amp;ssl=1\" data-orig-size=\"2400,1300\" data-comments-opened=\"1\" data-image-title=\"What can NDVI tell us about plants\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.3-min-1.jpg?fit=1024%2C555&amp;ssl=1\" class=\"wp-image-5476 aligncenter\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.3-min-1.jpg?resize=810%2C439&#038;ssl=1\" alt=\"NDVI indeks on kasulik t\u00f6\u00f6riist p\u00f5ldude koristusvalmiduse kindlakstegemiseks.\" width=\"810\" height=\"439\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.3-min-1.jpg?resize=1024%2C555&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.3-min-1.jpg?resize=300%2C163&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.3-min-1.jpg?resize=768%2C416&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.3-min-1.jpg?resize=1536%2C832&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.3-min-1.jpg?resize=2048%2C1109&amp;ssl=1 2048w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.3-min-1.jpg?resize=1200%2C650&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.3-min-1.jpg?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p>Alustuseks on see matemaatiline arvutus, mis tehakse pildil pikslihaaval, kasutades GIS-i (geograafilise infos\u00fcsteemi) t\u00f6\u00f6riistu. See arvutatakse taime poolt neeldunud ja peegeldatud punase ja l\u00e4hiinfrapunavalguse huldade v\u00f5rdlemise teel ning m\u00f5\u00f5dab taime \u00fcldist tervislikku seisundit.<\/p>\n<p>Normaliseeritud taimestiku erinevuse indeksit saab kasutada maismaa uurimiseks kogu maailmas, mist\u00f5ttu on see ideaalne sihip\u00e4rasteks v\u00e4liuuringuteks ja riiklikuks v\u00f5i globaalseks taimestiku seireks.<\/p>\n<p>NDVI abil saame koheselt anal\u00fc\u00fcsida p\u00f5lde, mis v\u00f5imaldab p\u00f5llumajandustootjatel optimeerida alade tootmispotentsiaali, piirata nende m\u00f5ju keskkonnale ja muuta oma t\u00e4ppisp\u00f5llumajanduslikke tegevusi.<\/p>\n<p>Lisaks v\u00f5ib selle uurimine koos teiste andmevoogudega, n\u00e4iteks ilmastikuandmetega, anda t\u00e4iendavat teavet p\u00f5ua, k\u00fclmumise v\u00f5i \u00fcleujutuste korduvate mustrite ja nende taimestiku m\u00f5ju kohta.<\/p>\n<hr \/>\n<h2>Korduma kippuvad k\u00fcsimused<\/h2>\n<hr \/>\n<p><strong>1. Mille m\u00e4\u00e4ramiseks NDVI-d peamiselt kasutatakse?<\/strong><\/p>\n<p>Seda kasutatakse peamiselt taimestiku tervise ja tiheduse m\u00e4\u00e4ramiseks antud piirkonnas. Seda indeksit kasutatakse laialdaselt p\u00f5llumajanduses, metsanduses ja \u00f6koloogias taimestiku kasvu j\u00e4lgimiseks, taimede stressitaseme hindamiseks, p\u00f5ua- v\u00f5i haiguspiirkondade tuvastamiseks ning p\u00f5llukultuuride majandamisega seotud otsuste langetamise abistamiseks.<\/p>\n<p><strong>2. Kuidas lugeda NDVI kujutisi?<\/strong><\/p>\n<p>NDVI kujutiste lugemiseks saate t\u00f5lgendada indeksi v\u00e4\u00e4rtustega seotud v\u00e4rviskaalat. Tavaliselt paistab terve taimestik roheline, samas kui v\u00e4hem terve v\u00f5i h\u00f5re taimestik on kollane v\u00f5i punane.<\/p>\n<p>Tumedamad toonid v\u00f5ivad viidata suure biomassiga aladele, heledamad toonid aga v\u00e4iksemale taimestiku tihedusele v\u00f5i palja mulla olemasolule.<\/p>\n<p>Anal\u00fc\u00fcsitava ala konteksti, n\u00e4iteks konkreetse p\u00f5llukultuuri t\u00fc\u00fcbi v\u00f5i keskkonnatingimuste m\u00f5istmine aitab NDVI kujutisi t\u00f5lgendada ja teha teadlikke otsuseid p\u00f5llumajandustavade kohta.<\/p>\n\n\n<div class=\"gp-lead\">\n<section class=\"gpx-aiband\">\n  <style>\n    .gp-lead .gpx-aiband{display:flex;align-items:center;gap:24px;flex-wrap:wrap;background:#f2f7ee;border:1px solid #d6e2c5;border-radius:14px;padding:22px 26px;margin:26px 0}\n    .gp-lead .gpx-aiband-txt{flex:1 1 380px}\n    .gp-lead .gpx-aiband-new{display:inline-block;font-size:11px;font-weight:700;letter-spacing:.05em;color:#ffffff;background:#f76a0c;border-radius:999px;padding:3px 9px;vertical-align:3px;margin-left:10px}\n    .gp-lead .gpx-aiband h2{margin:0;font-size:1.3rem}\n    .gp-lead .gpx-aiband p{margin:8px 0 0;color:#4c6066;font-size:.98rem;line-height:1.55}\n    .gp-lead .gpx-aiband-btn{flex:0 0 auto;display:inline-flex;align-items:center;min-height:46px;background:#15701e;color:#ffffff;font-weight:600;padding:0 22px;border-radius:999px;text-decoration:none}\n    .gp-lead .gpx-aiband-btn:hover{background:#145328;color:#ffffff}\n    @media (max-width:640px){ .gp-lead .gpx-aiband{padding:18px} .gp-lead .gpx-aiband-btn{width:100%;justify-content:center} }\n  <\/style>\n  <div class=\"gpx-aiband-txt\">\n    <h2>Tutvuge GeoPardi tehisintellekti assistendiga<span class=\"gpx-aiband-new\">UUS<\/span><\/h2>\n    <p>T\u00e4ppisp\u00f5llumajanduse tehisintellekti arutlusk\u00e4ik: see esitab \u00f5igeid agronoomilisi k\u00fcsimusi, n\u00e4itab oma matemaatikat ja loob teie andmete p\u00f5hjal proovikatsetusega valideeritud retsepte. Teie kiidate heaks iga sammu.<\/p>\n  <\/div>\n  <a class=\"gpx-aiband-btn\" href=\"https:\/\/geopard.tech\/est\/tehisintellekt\/\">Vaata, kuidas tehisintellekt m\u00f5tleb \u2192<\/a>\n<\/section>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Normaliseeritud taimestiku erinevusindeks (NDVI) on levinud m\u00f5\u00f5dik taimestiku tiheduse ja tervise kvantifitseerimiseks. Selle v\u00e4\u00e4rtused j\u00e4\u00e4vad vahemikku -1 kuni 1,\u2026<\/p>","protected":false},"author":210157960,"featured_media":5474,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_eb_attr":"","content-type":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_wpcom_ai_launchpad_first_post":false,"_jetpack_hide_featured_image":false,"_jetpack_featured_image_duplicate_dismissed":0,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"{title}\n\n{excerpt}\n\n{url}","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_wpas_customize_per_network":false,"jetpack_post_was_ever_published":false},"categories":[1662,1380,1377],"tags":[1618,1619],"class_list":["post-5470","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ndvi","category-whats","category-crop-monitoring","tag-crop-monitoring","tag-normalized-difference-vegetation-index"],"acf":[],"yoast_head":"<!-- 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