Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Comparative
2,420 comments
Didn't hitler attach neighboring countries? HMMMM?
Didn't hitler attach neighboring countries? HMMMM?
Compares Trump to Hitler through historical analogy, implying moral equivalence between territorial aggression and current political actions.
@NikiNajera
Mar 4, 2025
I still don't know why they always use Putin RUSSIA to clean their dirty bloody names. As if they are holy. Do you know how much damage Canada, America, Europe and its comperants cause in …
I still don't know why they always use Putin RUSSIA to clean their dirty bloody names. As if they are holy. Do you know how much damage Canada, America, Europe and its comperants cause in the world? It is shocking if you do a thorough investigation.
Compares Canada/America/Europe to Russia, questioning the moral consistency of Western nations' international conduct.
@elsjeels158
Mar 5, 2025
Trump is too bad for NATO alliance & Dangerous for democracy countries,but very good for Putin & Kim Jung ON
Trump is too bad for NATO alliance & Dangerous for democracy countries,but very good for Putin & Kim Jung ON
Compares Trump's impact on NATO and democracy versus his benefit to authoritarian leaders, framing international relationships comparatively.
@satsarum7568
Mar 4, 2025
Latin America is always open to Canada, let's win this imperialist orange for once! ??❤️??❤️??
Latin America is always open to Canada, let's win this imperialist orange for once! ??❤️??❤️??
Compares Canada favorably to Latin America and frames Trump negatively, with supportive tone toward Canada.
@ethandouro4334
Mar 4, 2025
Just blah blah blah but TRUMP will come up on top?✊??
Just blah blah blah but TRUMP will come up on top?✊??
Compares Canada unfavorably to Trump/America and predicts American superiority.
@SioneTaufa-z3p
Mar 5, 2025
BC is way worse
BC is way worse
Compares Canadian provinces, suggesting one region is worse than another in context of immigration discussion.
Comparative
0.70
imnotsure8250
Jan 29, 2026
Tyler, please come to Turkey and find a solution to the problem of "keko" (street thugs or those who arm themselves and harass people), but be careful, they are dangerous.
Tyler, please come to Turkey and find a solution to the problem of "keko" (street thugs or those who arm themselves and harass people), but be careful, they are dangerous.
References Turkey's social problems and requests the video creator address them, using comparative context though somewhat off-topic.
AtillaEgeKoc
Feb 22, 2026
New Zealand is next
New Zealand is next
The commenter references another country (New Zealand) in what appears to be a comparative context about immigration or the creator's content.
Comparative
0.70
XNUNZXX
Jan 27, 2026
AUSTRALIANS are sick of it too!!
AUSTRALIANS are sick of it too!!
Compares Canada's immigration situation to Australia's, suggesting shared sentiment across nations.
vladmir66
Feb 22, 2026
Did any1 see a long line up of Swiss / German / Dutch / Icelanders etc at the IRCC lines lol ?? The smarter folks are avoiding Canada lol
Did any1 see a long line up of Swiss / German / Dutch / Icelanders etc at the IRCC lines lol ?? The smarter folks are avoiding Canada lol
Compares Canada unfavorably to other countries (Switzerland, Germany, Netherlands, Iceland) using ironic humor about immigration patterns.
jay1645
Jun 23, 2025
Come to Australia next it’s worse here
Come to Australia next it’s worse here
Compares Canada's immigration situation to Australia, suggesting Australia has worse problems.
SteakloverSteaklover
Feb 23, 2026
Trump want it. Not America. Trump!
Trump want it. Not America. Trump!
Compares Trump's position to America's position, distinguishing between individual and nation.
@t.nelson9345
Mar 4, 2025
Trump war with everyone! He’s not biased apparently ?
Trump war with everyone! He’s not biased apparently ?
Compares Trump's approach to international relations, ranking his diplomatic stance.
Comparative
0.70
@thaminduliyanage
Mar 5, 2025
damn you usa !!
damn you usa !!
Expression of frustration toward the USA, implicitly comparing Canada's situation to American actions or influence.
@skwjisin
Mar 4, 2025
Thanks to mr Trump.
Thanks to mr Trump.
References Trump and U.S. policy implicitly, comparing or attributing Canadian immigration issues to American political influence.
Comparative
0.70
NguyetNguyen-g7c
Feb 15, 2026
America is losing its hegemony, just like Israel, and this is in the interest of other countries that should rely on themselves, not America, which should not fall into such games. King Trump is acting …
America is losing its hegemony, just like Israel, and this is in the interest of other countries that should rely on themselves, not America, which should not fall into such games. King Trump is acting in the interest of Russia, China, and Iran.
Compares geopolitical positions of multiple nations and makes unsubstantiated claims about Trump's allegiances.
@AFSHIN.AFSHIN
Mar 4, 2025
You guys captured the 2nd biggest land of earth but you guys are simply focused on Brampton.
You guys captured the 2nd biggest land of earth but you guys are simply focused on Brampton.
Compares Canada's geographic size to the focus on one city, using comparative framing to critique immigration concentration.
Comparative
0.70
HARSH19850
Sep 19, 2025
DEAR PRIME MINISTER TRUDEAU, I AGREE THAT THE AMERICAN GOVERNMENT HAS NOT BEEN FAIR TO ITS ALLIEDS AND TRADING PARTNERS AND THAT WE HAVE TO ACT IMMEDIATELY AGAINST THE UNITED STATES. \n\nI HAVE TO SAY, …
DEAR PRIME MINISTER TRUDEAU, I AGREE THAT THE AMERICAN GOVERNMENT HAS NOT BEEN FAIR TO ITS ALLIEDS AND TRADING PARTNERS AND THAT WE HAVE TO ACT IMMEDIATELY AGAINST THE UNITED STATES. \n\nI HAVE TO SAY, I DON'T UNDERSTAND WHY CANADA OR EUROPE EVER TRUST THE UNITED STATES WITHOUT HAVING SOME CONTINGENCY PLAN, KNOWING THE KIND OF TRAITOROUS MENTALITY AMERICAN GOVERNMENTS HAVE ALWAYS HAD, THEY ONLY CARE ABOUT THEIR POCKETS AND MAKING MONEY AT THE EXPENSE OF THE WEAK AND THE GULLIBLE COMMERCIAL AND POLITICAL PARTNER. \n\nONE THING I DISAGREE....., THAT IS CALLING THE RUSSIAN GOVERNMENT MURDEROUS, WHEN IN FACT IT WAS NATO AND ITS BRIGHT IDEA OF ANNEXATION OF UKRAINE TO NATO KNOWING THAT THEY WOULD BE BREAKING AGREEMENTS ESTABLISHED DURING THE COLD WAR OF NO PROLIFERATION OF NATO, IN FACT, NATO STARTED BREAKING THAT PACT WHEN IT ANNEXED FINLAND AND ESTONIA. RUSSIA KEPT QUIET, BUT NOW NATO TRIES TO ANNEX UKRAINE, THAT WAS THE LAST STRAW FOR RUSSIA, BESIDES THE BLATAN MISTREATMENT OF RUSSIAN-UKRAINIANS BY THE UKRAINIAN GOVERNMENT. \n\nNATO USES DEMOCRACY AS A PUNCH LINE, WHEN WE ALL KNOW THIS IS A DIRTY WAR FUELLED BY ECONOMIC INTERESTS AND GREED!\n\nMR. PRIME MINISTER, DO YOU KNOW WHO THE MURDERER IS?.....IT'S MR. ZELENSKY WHO HAS ANNIHILATED THOUSANDS AND THOUSANDS OF ITS OWN PEOPLE, UKRAINIANS WHO WERE USED AS CANNON FODDER....AND NATO THE INSTIGATORS OF THIS WAR.\n\nTHE WORLD CANNOT BE THAT BLIND TO NOT SEE IT!!!
Compares US, NATO, and Russia geopolitically while making unverified claims about NATO treaty violations and attributing war responsibility to specific actors without evidence.
@AntonioMartinez-cd6zf
Mar 4, 2025
Now do the Newark brazilian invasion
Now do the Newark brazilian invasion
Requests similar content about another location and ethnic group, using comparative framing to suggest parallel immigration issues.
caioninja200
Jan 27, 2026
My hunch says, trump will make this guy win again and make him give more speech like this.
My hunch says, trump will make this guy win again and make him give more speech like this.
Speculates about Trump's influence on Canadian politics and electoral outcomes.
Comparative
0.70
@snmbala
Mar 4, 2025
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)