/ YouTube

The Youtube Insights Dashboard is designed to analyze and interpret YouTube's search results and recommendation algorithms based on monitored search terms. It features two main sections, analysing first search results and then recommendations based on the search results, ie which content does Youtube recommended once a video featured in the search results it clicked. The search results section gives a view in a glance at the better performing channels displayed by Youtube over the selected date range for the set keyword, as well as a view on the top 5 better performing individual videos present in search results. The recommendation section provides data on channels and videos displayed in Youtube auto-play queues of videos presented in search results. In other words, it analyses which videos are the most recommended for the selected keyword. The graphical view shows best performing channels while the table view shows which individual videos were better performing in recommendations.



/ Top Search Results Channels by Frequency and Visibility

This donut graph showcases the prominence of channels in YouTube's search results, analysing two key aspects: the frequency of each channel's appearance and its average position in the search results. The graph highlights channels that are not only frequently found in search results but also have a higher average position (closer to position 0). This dual consideration of frequency and average ranking position paints a comprehensive picture of a channel's visibility and popularity. It combines quantity (how often a channel appears) with quality (how prominently it is displayed).

/ Top 5 Search Results Videos by Frequency and Visibility

This table visualises the most videos on YouTube's search results based on two critical factors: how often each video is to be found and its average position in the search results list. Videos that appears more frequently and higher in the list (closer to position 0) score higher, indicating a greater likelihood of being noticed and clicked by users. This table provides insights into which videos are not only popular in search results but also more prominently displayed, combining aspects of quantity (frequency) and quality (visibility) of search results.

Eu-vaalit 2019, kiitospuhe

Suomen Uutiset - Perussuomalaiset

Jussi Halla-aho vaalivalvojaisissa 26.5.2019

14258 views - 697 likes
Published 5 years ago

Miten Suomen vaalit toimivat? VAALIT SELITETTYNÄ // ELECTIONS EXPLAINED

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KENESTÄ TULEE SUOMEN SEURAAVA PRESIDENTTI? Vaalit 2024

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Suomalaiset pääsevät äänestämään tammi- ja helmikuussa seuraavasta presidentistään! Mikäli kaikki menee oletetusti, maaliskuun alussa joku yhdeksästä ehdokkaasta aloittaa Suomen 13....

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Suomessa on maailman parhaat vaalit - Mieti miksi! on valtioneuvoston kanslian, oikeusministeriön ja Turvallisuuskomitean viestintäkampanja, jonka tarkoituksena on kannustaa käyttämään...

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Metsä Group

Hyvä Metsän omistajajäsen, äänestä Metsäliitto Osuuskunnan edustajistovaaleissa 22.3.–14.4.2023 Olet saanut postitse äänestyslipukkeen ja ohjeen sähköiseen äänestämiseen. Käytä äänesi ja päätä,...

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/ YouTube Recommendations Analysis

This dashboard provides insights into YouTube's video recommendation system, a key feature that significantly influences user engagement and content discovery. Upon clicking a YouTube video, an algorithm-driven feature known as "Auto-play" activates, presenting a curated sequence of videos intended to maintain the viewer's attention. Our focus here is on the "Recommendation" system, specifically the subsequent video suggestions that appear alongside the currently playing video and as the next play in the sequence.
These recommendations are a pivotal aspect to explore, as they reveal the algorithm's strategy in retaining viewer interest and encouraging prolonged viewing sessions. This dashboard aims to dissect the recommendation patterns, offering valuable insights into what content is promoted and how it potentially shapes viewer behaviour.

/ Top 15 Recommended Channels by Frequency and Visibility

This donut graph showcases the prominence of channels in YouTube's recommendations, analysing two key aspects: the frequency of each channel's appearance and its average position in the recommendations. The graph highlights channels that are not only frequently found in the recommendations but also have a higher average position (closer to position 0). This dual consideration of frequency and average ranking position paints a comprehensive picture of a channel's visibility and popularity. It combines quantity (how often a channel appears) with quality (how prominently it is displayed).

/ Top 5 Search Results Videos by Frequency and Visibility

This table visualises the most videos on YouTube's recommendations based on two critical factors: how often each video is to be found and its average position in the recommended videos list. Videos that appears more frequently and higher in the list (closer to position 0) score higher, indicating a greater likelihood of being noticed and clicked by users. This table provides insights into which videos are not only popular in the recommendations but also more prominently displayed, combining aspects of quantity (frequency) and quality (visibility).

Korhola Malinen EU-velka yhä huono idea #neuvottelija 252

Sami Miettinen

Elvytyspaketti/koronapaketti: Eija-Riitta Korholan, Tuomas Malisen ja Sami Miettisen ennakkovaroittelut kaikuivat kuuroille korville. Sanna Marinin halitus äänesti epäonnistuneen elvytyspaketin läpi eduskunnassa...

27585 views - 1644 likes
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Suomen Uutiset - Perussuomalaiset

Miten Putin laski kaiken väärin ja romahdutti Venäjän. Dosentti, Venäjän ja Itä-Euroopan yliopistolehtori Arto Luukkasen teos Putinin perukirja julkaistaan tänään...

13919 views - 412 likes
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Suomen Uutiset - Perussuomalaiset

Kansanedustaja, historioitsija Teemu Keskisarja pohtii Euroopan yhdentymisen historiaa antiikin ajoilta 2020-luvulle. Nummela, 20.5.2024.

37586 views - 1137 likes
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Finland | Parliament Elections 2019 | The Political Parties | Europe Elects

Europe Elects

This is the YouTube service of Europe Elects. Poll aggregation and election analysis for countries in the European Union. Europe...

26709 views - 0 likes
Published 5 years ago

V Niin kuin ketutus — paluu: eurovaalit

Suomen Uutiset - Perussuomalaiset

Saako enää käydä *#¤!%*#%#:kaan ilman direktiiviä?

33744 views - 1794 likes
Published 5 years ago