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
This country has reached such an insanity level that pointing out fraud is suddenly racism. Somebody please, make it make sense.
This country has reached such an insanity level that pointing out fraud is suddenly racism. Somebody please, make it make sense.
Criticism of government policies regarding fraud detection, framed as suppression of legitimate discourse.
dricak1512
Feb 26, 2026
Buddy says hes on a 1 month visit visa been here 6 ...wild
Buddy says hes on a 1 month visit visa been here 6 ...wild
Criticizes visa enforcement and overstaying, potentially based on anecdotal observation or unverified claim.
fillcurriefoto
Jan 27, 2026
It looks like the best thing Trudeau could do is tell the world how bad he is got beat by President Donald Trump. A true leader would not shocase his defeat to the world, he …
It looks like the best thing Trudeau could do is tell the world how bad he is got beat by President Donald Trump. A true leader would not shocase his defeat to the world, he would work harder until he triumphs; none of which is somthing that Trudea can do. Sad!
Criticizes Trudeau's leadership approach and public communication strategy regarding his conflict with Trump.
@rachid.almaghribi
Mar 4, 2025
If the administration wont keep their word with Canada why would they with Ukraine. Keep your minerals Ukraine !
If the administration wont keep their word with Canada why would they with Ukraine. Keep your minerals Ukraine !
Critiques US administration's reliability and trustworthiness in international agreements, with implicit comparison to Ukraine situation.
@rahmoxworld
Mar 4, 2025
Trump's existence is a major mistake
Trump's existence is a major mistake
Dismissive critique of Trump's existence and leadership, expressing strong disapproval of his political role.
Policy Critique
0.75
@Hirnlego999
Mar 4, 2025
If there so friendly then why did they.screw us for so long.?
If there so friendly then why did they.screw us for so long.?
Expresses grievance about past government treatment, combining criticism of policy decisions with an implicit fairness concern.
@jamesfitzgerald2361
Mar 4, 2025
We have the worst liberal scandals government
We have the worst liberal scandals government
Expresses disapproval of the current government's scandals and performance, framed as partisan criticism.
vinndiesel64
Feb 17, 2026
I would take this guy more seriously if he didn't disarm his population.
I would take this guy more seriously if he didn't disarm his population.
Critiques a policy position (gun control) as undermining the speaker's credibility on other matters.
Policy Critique
0.75
@eric58104
Mar 4, 2025
“Your government has chosen to do this to you.” \nAnd we did not ask for it.
“Your government has chosen to do this to you.” \nAnd we did not ask for it.
Critiques government policy decisions as imposed without public consent.
Policy Critique
0.75
@Naniamania3
Mar 4, 2025
government full of sca🏁🏁ers
government full of sca🏁🏁ers
Accusation that government officials are corrupt/dishonest, framed as criticism of governance with an undertone of threat/alarm.
weegeeweeg
Jan 27, 2026
Trump is a senile old felon. He should be removed from office under the 25th Amendment.
Trump is a senile old felon. He should be removed from office under the 25th Amendment.
Critiques Trump's fitness for office and calls for constitutional removal, focusing on policy/governance rather than personal attack alone.
Policy Critique
0.75
@GuoLi-ix6zb
Mar 4, 2025
Apparently, India's foreign affairs minister told Canada multiple times that they were taking in violent criminals who were wanted in India, but they never listened. Canada is doing this intentionally for whatever reason.
Apparently, India's foreign affairs minister told Canada multiple times that they were taking in violent criminals who were wanted in India, but they never listened. Canada is doing this intentionally for whatever reason.
Alleges government negligence regarding criminal deportations from India, mixing plausible policy criticism with unverified claims about intentional wrongdoing.
ythunter4288
Jan 27, 2026
3:58 To foreigners watching, this might seem like an isolated scenario because he filmed one location but it is like this 90-95% of Tim Hortons in the big cities and even some places in the …
3:58 To foreigners watching, this might seem like an isolated scenario because he filmed one location but it is like this 90-95% of Tim Hortons in the big cities and even some places in the boonies. These are all family owned as well, they are usually cousins and siblings and uncles working these places which is why so many canadians complain about the service, because these people are literally unfireable, they sometimes dont even speak english (common) and french (very common for obvs reasons).
Critiques hiring practices and service quality at Tim Hortons, making sweeping claims about family ownership and language barriers across Canadian locations.
Johnitus69
Jan 27, 2026
Alberta Calling. The bomb maker lights the fuse then the bomb goes boom. ... Duh, blame Ottawa.
Alberta Calling. The bomb maker lights the fuse then the bomb goes boom. ... Duh, blame Ottawa.
Uses sarcastic metaphor to critique Alberta's policy approach and blame-shifting to Ottawa, combining satire with political criticism.
@michaeldarling1759
Feb 20, 2026
How about trade between Canadian provinces? First, we should remove interprovincial tariffs. I live in BC so I paid extra tax the Alberta oil much more than American. What a shame, especially liberal under Justin. …
How about trade between Canadian provinces? First, we should remove interprovincial tariffs. I live in BC so I paid extra tax the Alberta oil much more than American. What a shame, especially liberal under Justin. I think the Conservatives should govern Canada. ?? I mean simple thing liberal was good last 9years then keep liberal otherwise, another party must govern our true north Canada.
Critiques current government policy on interprovincial trade and taxation, advocating for alternative governance and economic approaches.
@jdy1974
Mar 4, 2025
Good point. That was a mistake. How much of it was Kenny, how much was based on denial regarding the economy, and how much was Smith, I don't really know.
Good point. That was a mistake. How much of it was Kenny, how much was based on denial regarding the economy, and how much was Smith, I don't really know.
Analyzes past policy mistakes and attempts to assign responsibility among political figures, seeking understanding of causation.
@GB-jarvy-z
Feb 20, 2026
$$$$ another liberal scam
$$$$ another liberal scam
Brief dismissive critique framing immigration policy as a partisan 'scam' associated with liberal governance.
DaveGava
Sep 30, 2025
It's bad enough.We got enough here.Let them sneak into your country, brother, l o l
It's bad enough.We got enough here.Let them sneak into your country, brother, l o l
Criticism of immigration policy capacity combined with sarcastic tone, expressing opposition to further immigration.
jasoncase469
Jan 27, 2026
The liberals have even broke their compatriots.
The liberals have even broke their compatriots.
Blames the Liberal government for damaging Canadian citizens through policy decisions.
Policy Critique
0.75
jamesandrews1130
Nov 24, 2025
When I think of Trudeau, the last thing I think about is “blistering”. Please.
When I think of Trudeau, the last thing I think about is “blistering”. Please.
Dismisses characterization of Trudeau as 'blistering,' implicitly critiquing the framing or his performance.
Policy Critique
0.75
@stbradle-j1z
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)