Lesson 63: Lemmatization in Contextual Vector

Section 8Duration: 4.7 minVintage Course Material

Key Takeaways

Core Concepts

Main Teaching

Koray's Terminology

Term	Meaning in Context
Contextual Vector	The ordered sequence of headings and content that creates a straight-line flow of context through a document
Macro Context	The main topic and primary context of a web page, processed in the main content area
Supplementary Content	The secondary section processing micro contexts, minor entities, with more internal links

Practical Application

Create a content brief using Koray's contextual vector methodology
Study the concepts presented in this lesson until they become intuitive
Review the related case studies mentioned by Koray for real-world application
Practice identifying the key terminology in your own SEO projects
Apply the frameworks discussed to a test website or content network
Revisit this lesson after completing later lessons to deepen understanding

Connection to Framework

Full Transcript

hello this is the 59th lecture of the semantic SEO course in this lecture we will try to understand our supplementary content a little further after we create our bridge and also the border between the macro and the and the micro semantics and the contextual zones which reflect our main and supplementary content sections we start to ask another question about the again the hot water directly appears inside our h1 and the macro context signifier then we use the word beneficial which is a different different lemmatization of the word benefit then again we use a what question with a certain type of predicate which means mixing it with something else for making it even more beneficial here we mentioned the garlic lemon and also the honey which means that you should definitely actually mention these things and give some ingredients and mix them and explain why it is more beneficial and for what the thing here is that we are actually trying to link set the water benefits to the first initial results but the thing here is that the specific water benefits in this area it doesn't always have to be a kinds of numeric value which means that actually it will be reflected later after calculating the first initial results we can directly link our route from here as i as we said before or this x also might reflect one of these or all of them we can link to the actual lemon water benefits honey water benefits or garlic water benefits and they all can actually link back to the first initial results but the thing here is that the specific water benefits we can also link back to the the first anchor text that we are using to the route in this area as well if we didn't write them yet from there we can also link to the specific route one more time from a different anchor text this time so the thing here is that if you use multiple links to do a specific article the first one will be passing the relevance and the page rank the second one won't pass the page rank but it will still be actually conveying some relevant signals at the same time and since you increase the clickability possibility and the crawl request you can also use the specific route it will be helping it to be crawled and explored further and also ranked better in a better way as well and with that said after we ask this specific question then we ask another question about hot water and this time we change the specific predicate the root form and we ask about the time and here we again use the words like during dinner or after dinner morning or night or before night before sleep after sleep and again we talk about the one more time then we ask a boolean question should you drink hot water daily and drink water daily section here is important too we use the word you here a little more is that it also appears directly in the ninth benefit in this area the reason for that it also appears inside the queries too if you see some daily life language queries or generate questions from the search engine decrease the amount but from time to time also you can use them as well and what kinds of questions do you see in this area then you can also ask the question why water can you drink hot and in this area here actually there is also a comment from our let's say their project owner too and in this part we talk about tap water distilled water arctic water luxury water mineral water or many other types of waters we can have and what are reasons people prefer drinking hot water and in this case we will again be connecting everything here to the one more time to the demographic section the new research and the new research the new research on the concept of how do they define the hot water based on the different ways that they define it which region like it and how do that they define the hot water based on actually what degree celsius and etc so this is the entire contextual vector that we are using in this part and we are touching all these specific query networks by changing how this query actually will be interpreted by the search engine as well why do asians during hot water question for instance directly appears in this area hot water is good for health it says hot water good to drink and the good to drink here again reflects the health section and we use the bad or the good type of antonyms and the adjectives inside our article as well and boiled water is a type or let's say a kind or the sub kinds or the more specific type of hot water as well we also process them too so basically we take all the combinations and then we create this contextual vector so in the next lecture we will directly focus on the article methodology further together with a little bit the anchor text then we will be looking at one more content brief then we will look at the all the articles thank you

Lesson 63: Lemmatization in Contextual Vector ​

Key Takeaways ​

Core Concepts ​

Main Teaching ​

Koray's Terminology ​

Practical Application ​