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
Please remember this Canada. It’s our politicians who have mismanaged our country for decades and brought us to the state we are in now. Ignoring climate change and creating National Debt that can never be …
Please remember this Canada. It’s our politicians who have mismanaged our country for decades and brought us to the state we are in now. Ignoring climate change and creating National Debt that can never be paid. Most of us here in the USA love our friends to the north of us.
Critiques Canadian political mismanagement while expressing solidarity with Canada and comparing US-Canada relations.
@jimfrick826
Mar 4, 2025
Dumb move by Trump, how’s he trying to ally with Russia with minerals deal in Ukraine?Is he pissed Because Canada is allying with Europe to support Ukraine and he couldn’t get the Ukraine mineral deal …
Dumb move by Trump, how’s he trying to ally with Russia with minerals deal in Ukraine?Is he pissed Because Canada is allying with Europe to support Ukraine and he couldn’t get the Ukraine mineral deal signed?? What a loser!
Commenter criticizes Trump's policy decisions and geopolitical strategy, comparing US and Canadian positions on Ukraine and trade.
@BryanWattz
Mar 4, 2025
This is piss poor reporting and why Tyler will never make it as a serious journalist. He just goes around the world being racist. A real loser
This is piss poor reporting and why Tyler will never make it as a serious journalist. He just goes around the world being racist. A real loser
Criticizes the journalist's reporting quality and approach, with accusations of bias and poor journalism.
MarcBosa-p1q
Jan 28, 2026
Canada should join the eu. They would have more offer of immigrants and new markets!
Canada should join the eu. They would have more offer of immigrants and new markets!
Commenter suggests an alternative policy direction for Canada by comparing it to EU membership, critiquing current approach.
@dvdso
Mar 4, 2025
We have too many University graduates in Canada. The country needs basic laborers not people with Masters degrees in Medieval studies.
We have too many University graduates in Canada. The country needs basic laborers not people with Masters degrees in Medieval studies.
Critiques immigration policy for prioritizing educated immigrants over laborers needed for the economy.
fansheetsadmin7278
Jun 21, 2025
????? trudeau is trash.
????? trudeau is trash.
Expresses negative judgment of Trudeau's leadership, though brief and without specific policy details.
Policy Critique
0.80
@davidstang526
Mar 4, 2025
Finally Trudeau says something sensible. 'bout time.
Finally Trudeau says something sensible. 'bout time.
Evaluative comment praising Trudeau's statement as sensible, implying previous criticism of his positions.
Policy Critique
0.80
@stefeniedavidmusic
Mar 4, 2025
This man is another good actor... not a real leader.
This man is another good actor... not a real leader.
Criticism of Trudeau's leadership credibility, characterizing him as performative rather than substantively competent.
Policy Critique
0.80
@nachezman
Mar 4, 2025
Don’t blame them, blame your government for the sake of money. They invited for workers for students. They are legally migrated, not illegal migration, go and catch the your politicians. Those are now acting as …
Don’t blame them, blame your government for the sake of money. They invited for workers for students. They are legally migrated, not illegal migration, go and catch the your politicians. Those are now acting as a crocodile tears
Critiques government policy of inviting workers/students for financial motives and calls for accountability toward politicians rather than blaming immigrants.
tinu3437
Nov 11, 2025
Is this coming from the guy who froze bank accounts for free speech? ?
Is this coming from the guy who froze bank accounts for free speech? ?
Rhetorical question challenging Trudeau's credibility by referencing the trucker protest bank account freezing policy.
@Wangchung405
Mar 4, 2025
So, a country that had a 2024 60 billion budget deficit, depends on the US for trade is going to act tough? OK. Zelensky just learned what FAFO means the hard way. Now he is …
So, a country that had a 2024 60 billion budget deficit, depends on the US for trade is going to act tough? OK. Zelensky just learned what FAFO means the hard way. Now he is begging ... Trudeau and Canada will end up begging and getting humiliated again.
Critiques Canada's economic position and predicts humiliation, combining fiscal analysis with alarmist framing.
@BellSilver-q8i
Mar 4, 2025
All the Liberal governments fault, yet everybody voted Liberal again…
All the Liberal governments fault, yet everybody voted Liberal again…
Blames Liberal government policy while critiquing voter behavior, implying need for political change.
dpkts
Jan 27, 2026
As a Canadian i havent forgotten what Trudeau done to us. Trump did not ruin our economy Trudeau and his liberal government did. Remember Trudeau stepped down for a reason NO ONE WANTS HIM IN …
As a Canadian i havent forgotten what Trudeau done to us. Trump did not ruin our economy Trudeau and his liberal government did. Remember Trudeau stepped down for a reason NO ONE WANTS HIM IN POWER
Canadian commenter critiques Trudeau's economic policies and government performance, referencing personal experience and his resignation.
@CloneARK
Mar 4, 2025
??????the tariffs were supposed to get our taxes to almost none existent and Trump hasn't gotten any of that done . It's Bull poop. Lower taxes or drop tarrifs Now
??????the tariffs were supposed to get our taxes to almost none existent and Trump hasn't gotten any of that done . It's Bull poop. Lower taxes or drop tarrifs Now
Criticism of Trump's tariff policy for failing to deliver promised tax reductions, with implicit demand for policy change.
@undergroundmetals498
Mar 4, 2025
People dont like what trump is doing but things would be worse if it was kamala. We should be great full and were not
People dont like what trump is doing but things would be worse if it was kamala. We should be great full and were not
Qualified defense of Trump's policies by comparing unfavorably to alternative (Kamala), with criticism of public ingratitude.
@James-ov5kg
Mar 4, 2025
congratulations Trump on trying to force manufacturing companies to come back to the US while at the same time making sure they have no one to sell to!!! Republicans are ridiculously stupid!!!!!!¡!!!!!!!!!
congratulations Trump on trying to force manufacturing companies to come back to the US while at the same time making sure they have no one to sell to!!! Republicans are ridiculously stupid!!!!!!¡!!!!!!!!!
Critiques Trump's manufacturing policy as contradictory and self-defeating, using sarcasm and mockery to express disapproval.
@slipperymoon36
Mar 4, 2025
Trump wanted fair trade. RECIPROCAL and Canada who has had a free ride for decades cried like a spoiled ungrateful baby
Trump wanted fair trade. RECIPROCAL and Canada who has had a free ride for decades cried like a spoiled ungrateful baby
Critiques Canada's trade position and characterizes it negatively, with moral judgment about gratitude embedded.
@carolynfortin9812
Mar 4, 2025
How can anyone think this is about the Border. As a Canadian I worry much more about what is coming from the US; guns drugs people... our border never was the problem. This is about …
How can anyone think this is about the Border. As a Canadian I worry much more about what is coming from the US; guns drugs people... our border never was the problem. This is about precious metals. Ukraine didn't give them to him so he doubled down on the tariffs.
Canadian commenter critiques border policy framing while making an unsubstantiated claim about tariffs being motivated by precious metals.
@shawndraper4148
Mar 4, 2025
Also if these "asylum" seekers go back on vacation to where they claim to be persecuted from...deport.
Also if these "asylum" seekers go back on vacation to where they claim to be persecuted from...deport.
Proposes stricter enforcement policy for asylum seekers based on skepticism about claim legitimacy.
Zdravko-p3o
Feb 25, 2026
Let's be honest it was liberals tool for votes
Let's be honest it was liberals tool for votes
Frames immigration policy as a deliberate liberal tool for gaining votes, critiquing both the policy and the partisan motivation behind it.
1013VS
Feb 18, 2026
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)