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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Policy Critique
5,980 comments
Oh! How I miss the days when Kenny, Harper & co. brought fiscal common sense to the table.
Oh! How I miss the days when Kenny, Harper & co. brought fiscal common sense to the table.
Nostalgically contrasts past conservative leadership with current policy, implying criticism of present fiscal and administrative approach.
Policy Critique
0.76
cacendruhn
Feb 18, 2026
All these complains and yet , they still voted Liberals .
All these complains and yet , they still voted Liberals .
The comment critiques voters for supporting the Liberal government despite complaints about immigration policy, implying inconsistency or hypocrisy.
Brisket-w2s
Aug 29, 2025
All that canadians need from Trudeau not a speech and not his replacement but election which he does not want to give to Canadians.
All that canadians need from Trudeau not a speech and not his replacement but election which he does not want to give to Canadians.
Criticizes Trudeau's avoidance of elections and calls for democratic action, framed as policy/governance failure.
@alexeyakulovich4737
Mar 4, 2025
What about cocaine and guns flooding into Canada from the US. Let get something done about that.
What about cocaine and guns flooding into Canada from the US. Let get something done about that.
Raises a policy concern about drug and gun trafficking from the US while implicitly questioning why this isn't being addressed.
@RandelWright
Mar 4, 2025
you acted on all of these problems just this year because you knew that Pres. Trump will be in office hahaha.
you acted on all of these problems just this year because you knew that Pres. Trump will be in office hahaha.
Accuses Trudeau of acting on immigration problems only recently due to Trump's election, implying delayed/opportunistic policy.
@mickeylucas
Mar 4, 2025
Now I don't want to dampen the positive comments being direct to us Canadians which we all appreciate. However, I don't want people to forget that this individual talks about making things affordable for their …
Now I don't want to dampen the positive comments being direct to us Canadians which we all appreciate. However, I don't want people to forget that this individual talks about making things affordable for their citizens. There is a reason he has resigned. Don't forget that our country unreasonably fights itself on sooooo many things that make items in Canada so much more expensive than they need to be. I was hopeful our own government would make living more afforable for all Canadians by putting a freeze on things such as the Carbon Tax....guess that wasn't in the cards!? Together I hope that intelligence and common decency prevails.
Critiques domestic Canadian government policies on affordability and cost-of-living while acknowledging the PM's resignation and calling for intelligent governance.
@tbj84
Mar 4, 2025
We should not allow a foreigner to undermind our Govt. Canada has been in recession since last year under Trudeau’s leadership.
We should not allow a foreigner to undermind our Govt. Canada has been in recession since last year under Trudeau’s leadership.
Critiques government policy on foreign interference while making an unverified economic claim about recession under Trudeau.
@claramcphee3210
Mar 4, 2025
Trump are punishing the people,,no problem Americans loved him,,they cheered them???
Trump are punishing the people,,no problem Americans loved him,,they cheered them???
Criticizes Trump's policies as harmful while questioning public support for him.
@lynwacay789
Mar 4, 2025
This guy is an idiot. He doesn’t understand tariffs, or he does, and wants to hurt Canada more. This is revenge toward Canada bc he was fired as prime minister
This guy is an idiot. He doesn’t understand tariffs, or he does, and wants to hurt Canada more. This is revenge toward Canada bc he was fired as prime minister
Critiques Trump's tariff policy understanding and motivations, with an unsubstantiated claim about revenge motive.
@Cucurigu813
Mar 4, 2025
We need special military operations at our borders not trade war. I love trump but this is not so good. Let's review some stuffs here
We need special military operations at our borders not trade war. I love trump but this is not so good. Let's review some stuffs here
Critiques Trump's trade war approach while suggesting alternative border security measures, expressing qualified support with reservations.
@Kingazizfiirst
Mar 5, 2025
Fentanyl is the main cause of this? Wow this is the dumbest US president in history. What an IDIOT
Fentanyl is the main cause of this? Wow this is the dumbest US president in history. What an IDIOT
Criticizes the president's policy approach to fentanyl as misguided, using strong dismissive language about leadership competence.
@gowthead9156
Mar 4, 2025
This the same guy that froze the truckers bank accounts 4 years ago. Do you really think he care about his people or control. Look it up.
This the same guy that froze the truckers bank accounts 4 years ago. Do you really think he care about his people or control. Look it up.
Critiques Trudeau's past actions (trucker account freezing) and questions his motives regarding control vs. care for citizens.
@mdeinc
Mar 4, 2025
Mr. Trudeau you need to speak directly to another criminal president “Elon Musk” not Trump, he just a puppet.
Mr. Trudeau you need to speak directly to another criminal president “Elon Musk” not Trump, he just a puppet.
Criticizes Trudeau's approach and makes an unsubstantiated claim that Elon Musk is the real power behind Trump, framing him as a 'criminal.'
@dadwestie6255
Mar 4, 2025
The economic and political state of India hasn't really changed... WTF is this guy on?! 4th largest economy in the world BTW.
The economic and political state of India hasn't really changed...
WTF is this guy on?!
4th largest economy in the world BTW.
Challenges a claim made in the video about India's economic state with factual counter-evidence, expressing skepticism about the speaker's argument.
AshvathBhardwaj
Jan 27, 2026
They won't self deport and they were invited. Remember that.
They won't self deport and they were invited. Remember that.
Critiques government policy for inviting immigrants while implying they won't leave; contains implicit factual assertion about immigrant behavior.
Jackoexposed
Jan 18, 2026
Trump is a fricking moron! WTF is going on, can any of the Trumptards out there please answer that! He has lost his f ing mind! F Putin, Elon and Vance too!
Trump is a fricking moron! WTF is going on, can any of the Trumptards out there please answer that! He has lost his f ing mind! F Putin, Elon and Vance too!
Harsh criticism of Trump's mental fitness and decision-making, expressed through profanity and sarcasm toward his supporters.
@paulmorey3814
Mar 4, 2025
This is classic propaganda ?
This is classic propaganda ?
Dismisses the video or its content as propaganda, critiquing the framing or messaging of the discourse.
Policy Critique
0.75
@JackpotWarrior
Mar 4, 2025
This information is very skewed.\nTrudeau is leaving soon.
This information is very skewed.\nTrudeau is leaving soon.
Critiques the information presented in the video as skewed while making a political statement about Trudeau's departure.
@tressahowe8952
Mar 4, 2025
We don’t want your council on foreign relations, nwo world guys. We want our American jobs back that slick willy clinton sold us out for in the nafta scam. The scam is up guys, the …
We don’t want your council on foreign relations, nwo world guys. We want our American jobs back that slick willy clinton sold us out for in the nafta scam. The scam is up guys, the silent majority are sick of it.
Criticizes NAFTA as a 'scam' and calls for reclaiming jobs, with unverified framing ('the scam is up') and mobilization language ('silent majority').
@tmzbrutus1
Mar 4, 2025
This is the same Trudeau that flew to Mar-a-Largo to grovel and kneel at Trumps feet. I have complete respect for Canada but not Trudeau. If he had any balls, he would shut down all …
This is the same Trudeau that flew to Mar-a-Largo to grovel and kneel at Trumps feet. I have complete respect for Canada but not Trudeau. If he had any balls, he would shut down all power to America.
Criticizes Trudeau's past behavior at Mar-a-Lago and calls for stronger action, with an unverified characterization of his prior conduct.
@Jorr235
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)