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
He lost me at “Trump is a smart guy”
He lost me at “Trump is a smart guy”
Expresses disagreement with a specific statement made by the Prime Minister, critiquing his characterization of Trump.
Policy Critique
0.80
@IsaacSosa-m7u
Mar 4, 2025
He has bankrupt Canadians
He has bankrupt Canadians
Criticizes Trudeau's economic policies for their alleged negative impact on Canadian citizens' financial wellbeing.
Policy Critique
0.80
@brycejohnson3273
Mar 4, 2025
People in canada want trudeau out. Man is a clown
People in canada want trudeau out. Man is a clown
Claims Canadians want Trudeau out and dismisses him as incompetent, combining collective sentiment with criticism of leadership.
@mandeepsinghfilms
Mar 4, 2025
It is time for a FAIR TRADE.. Thank You President Trump .....
It is time for a FAIR TRADE.. Thank You President Trump .....
Comment supports Trump's trade policy position, framing it as fair and necessary economic policy.
Policy Critique
0.80
@MrTulipvang
Mar 4, 2025
This situation is far worse for Canada than for the U.S. Trudeau knows this. History is being made. I would say this will be viewed either as one of the smartest political moves by a …
This situation is far worse for Canada than for the U.S. Trudeau knows this. History is being made. I would say this will be viewed either as one of the smartest political moves by a U.S president, or perhaps one of the dumbest. Time will tell. One thing I would say is never underestimate president Trump. Every time he has been undermined, underestimated, and disregarded he has came back on top. Welcome to 2025
Analyzes the relative impact of tariff policy on Canada versus USA, evaluating Trump's strategic move as potentially brilliant or disastrous.
@Brad-x8q
Mar 4, 2025
Its quite simple, make the trade inequities between the two countries fair and equal and tariffs go away......simple wuss boy!
Its quite simple, make the trade inequities between the two countries fair and equal and tariffs go away......simple wuss boy!
Critiques trade policy inequities between countries and proposes a solution while comparing bilateral relations.
@luisfuentes6877
Mar 4, 2025
Thank our liberals for all the immigrants from India. Now he's making more deals with them. They are nothing like us.
Thank our liberals for all the immigrants from India. Now he's making more deals with them. They are nothing like us.
Criticizes government immigration policy and political leadership while asserting cultural difference between immigrants and Canadians.
Tarot.of.Cups69
Mar 3, 2026
Canada: Why wait 21 days with the last tariffs?!?!? You are too damn soft. For all the harm Trump has put on the Canadians, You are too soft. \nBtw: A dusin eggs in Denmark is …
Canada: Why wait 21 days with the last tariffs?!?!? You are too damn soft. For all the harm Trump has put on the Canadians, You are too soft. \nBtw: A dusin eggs in Denmark is $2,5 and $4 in Greenland (and Greenland doesn’t have one living soul of chickens)?
Criticizes Canada's response as insufficiently strong while comparing egg prices across countries to illustrate economic points.
@scanstyles
Mar 4, 2025
Your NOT our prime minister, your our PRIMARY MISTAKE??created THIS, criminals
Your NOT our prime minister, your our PRIMARY MISTAKE??created THIS, criminals
Comment criticizes the Prime Minister's policies and governance while making identity-based accusations.
@bradybenton67
Mar 4, 2025
I would prefer to live in Canada than the USA. So ashamed of this government. The words peace is just a word to get ahead of other countries and victimize themselves.
I would prefer to live in Canada than the USA. So ashamed of this government. The words peace is just a word to get ahead of other countries and victimize themselves.
Criticizes the Canadian government's policies and approach while comparing Canada favorably to the USA, expressing shame about government direction.
@veshonfrederick
Mar 4, 2025
Trudeau, what a joke. He’s PLAYING the big man because he has already stood down. He has NOTHING to lose. He was always useless, god only knows how he remained as leader for so long. …
Trudeau, what a joke. He’s PLAYING the big man because he has already stood down. He has NOTHING to lose. He was always useless, god only knows how he remained as leader for so long. He’s really acting, very hammy.
Criticizes Trudeau's leadership record and current performance as performative, questioning his competence and legitimacy.
@midasmusicco.5192
Mar 4, 2025
But the foolish American Republicans voted for Trump and thought they were fighting against migrants. Now they see Trump is chaos
But the foolish American Republicans voted for Trump and thought they were fighting against migrants. Now they see Trump is chaos
Criticism of Republican voters and Trump's policies, with comparative framing between Trump and Biden administrations.
@nwenfordivine3780
Mar 4, 2025
Day one of Trump's grand stupidity, I mean tariff plan.
Day one of Trump's grand stupidity, I mean tariff plan.
Criticizes Trump's tariff policy with sarcastic framing ('grand stupidity').
@there_is_nothing_here
Mar 4, 2025
That's the Liberal government for you. Promise you the moon to get your vote, and then do the rug-pull. They do this to homegrown Canadians too.
That's the Liberal government for you. Promise you the moon to get your vote, and then do the rug-pull. They do this to homegrown Canadians too.
Criticizes Liberal government for broken promises on immigration policy, extending critique to treatment of all Canadians.
bart678
Mar 3, 2026
I can’t believe this lady is our immigration minister. She can’t handle any questions asked.
I can’t believe this lady is our immigration minister. She can’t handle any questions asked.
Criticizes the immigration minister's competence and ability to address questions about policy.
Policy Critique
0.80
juanagodoy2954
Feb 27, 2026
It all makes perfect sense. We elected a complete idiot as president. Trump is stupid.
It all makes perfect sense. We elected a complete idiot as president. Trump is stupid.
Comment criticizes American presidential leadership and voter choice with dismissive language about competence.
@Carpatheon.
Mar 4, 2025
TRUMP? we don't want your oil electricity we will get them from China
TRUMP? we don't want your oil electricity we will get them from China
Rejects US trade/resource dependence and asserts Canada's alternative sourcing options from China.
@KentPyle
Mar 4, 2025
What's so ironic is how Trump spent the first half of 2021 denying the seriousness of COVID to avoid a stock market selloff and tarnishing his image. Now he's crashing the market all on his …
What's so ironic is how Trump spent the first half of 2021 denying the seriousness of COVID to avoid a stock market selloff and tarnishing his image. Now he's crashing the market all on his own with his disastrous policies.\n\nTruly a master strategist!
Critiques Trump's economic and pandemic policies with sarcastic tone ('master strategist'), comparing past and present actions.
@ChrisLittle-u9s
Mar 4, 2025
Deserves the resignation of Justin Toxic weak dressing up in war costumes of 1812 Trudeau.
Deserves the resignation of Justin Toxic weak dressing up in war costumes of 1812 Trudeau.
Criticizes the Prime Minister's leadership and calls for resignation, combining personal attack with demand for policy change.
@bff1586
Mar 4, 2025
No our government is doing this to us Canada. Just secure the border and stop sending fentanol to the states
No our government is doing this to us Canada. Just secure the border and stop sending fentanol to the states
Criticizes government policy on borders and drug trafficking, calling for specific policy changes.
@nicolethomas8290
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)