Lesson 39: Contextual Vector Construction from Different Web Sources
Key Takeaways
Core Concepts
Main Teaching
lecture of the semantic seo course and in this lecture we will try to understand the order in this area or the structure in the contextual vector and its combination or alignment with the queries that we are choosing so i told that this will have heavier weight in our contextual vector then we will be taking some other types of context terms in this area to be classified together with this source then we will be using this area especially for the internal links one more thing is that i need to tell you while using this section it is important to balance your uniqueness if you are at two unique...
Koray's Terminology
| Term | Meaning in Context |
|---|---|
| Topical Authority | State of ranking higher than authority websites through semantically organized content networks with lower cost of retrieval |
| Central Entity | The entity appearing in every subsection of the semantic content network, both in main and supplementary content |
| Central Search Intent | The unification of central entity and source context, reflected site-wide in all content |
| Contextual Vector | The ordered sequence of headings and content that creates a straight-line flow of context through a document |
Practical Application
- Study the concepts presented in this lesson until they become intuitive
- Audit your internal linking structure against Koray's anchor text principles
- 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
lecture of the semantic seo course and in this lecture we will try to understand the order in this area or the structure in the contextual vector and its combination or alignment with the queries that we are choosing so i told that this will have heavier weight in our contextual vector then we will be taking some other types of context terms in this area to be classified together with this source then we will be using this area especially for the internal links one more thing is that i need to tell you while using this section it is important to balance your uniqueness if you are at two unique source which means if you are two different than the others which means that you are writing in a different way you don't have consensus or you don't align with the existing authorities it might be really hard for you to start ranking on that point search engines don't have the perception of the fact they just have the consensus from the alternative sources which means that this section is also for taking the initial approval from the search engines once you have the authority once you are in the topical authority state then you can determine what effect is for a search engine then you can go and be unique as much as you want so for ranking and for also consensus and also being classified together and for mostly internal links and when it comes to this area you will realize that we use a numeric value in my case studies in your free training i many times told that if you use a numeric value at the beginning your your h1 and the title tags you will be increasing your rankings it will also increase your ctr as well when you look at here we actually have our most important phrase seconds and also the central search intent directly here and here we have the attribute the most important attribute of the central entity then we have more specificity because when you look at the back of the search engine we have the most important representation of the search engine as a reference to the search engines and you will see some of the most important references in here now we have a few more important references we have a lot of cultural references not just the typical levels of the search engines but also you can see that we have more specific in our search engines in terms of different types of search engines in terms of the different types of search engines we may need to combine all the翻 and the word that you put in this area to create small different contextual vectors important thing all the first words that we are using these are these are predicates and as you see here we have mainly positive predicates improves increases improves treats helps prevents carries regulates provides protects flushes okay it's a little bit natural and improves one more time helps improves improves protects my suggestion to you is that you should understand the context of the predicates as much as possible if you will go with the actual harms of drinking too much water it will be in this case and you will see that actually instead of increases mostly we will see the verse like decreases causes and most probably let's say breaks or crates and this type of other verse when you look at to do second section here you will mostly see actual nouns like physical performance energy which is again connected brain function constipation kidney stone weight loss hangovers the another important thing here is that I could tell actually decreases weight but I need to tell helps for weight loss because weight loss should stay in this way and decrease is not contextually helpful on enough level now here we have dehydration oxygen cells digestion body temperature electrolyte organ tissue bacteria from bladder immune system depression productivity muscle growth and joint so next step for you is actually distributing the concepts or the unnamed entities in this area to the our context entries for instance when you look at the word physical the energy physical performance and some other sections in this area like oxygen cells and others or oxygen to cells these are relevant most to physical section when you look at to the brain functions is actually psychological and whenever we write something here it is connected to one of these things and always we will be staying in the same context which is health benefit of drinking water in the context of these specific context entries which means that we are actually creating small word combinations with the proximity at the next step we'll be actually creating a kinds of order to indicate then the noun and nouns are also ordered with a proper structure it's not a coincidence that we put physical to the first place then directly we use the word physical one more time and it will be explained in the next lecture thank you