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
Ive been trying to accept immigration as a good thing for over 40 years and what ive learned is it only benefits the people who come here under false pretenses because there is zero checks …
Ive been trying to accept immigration as a good thing for over 40 years and what ive learned is it only benefits the people who come here under false pretenses because there is zero checks from Canada immigration, its all taken by these peoples word! Completely insane ! Only word that should be taken are those of truly born sovereign Canadians whose families have built this country! Close down immigration we are full in fact we need to get rid of allot of rotten apples !
Criticizes immigration policy and vetting procedures while asserting native-born Canadian superiority and calling for immigration closure.
SamusMaximusSMXD
Oct 2, 2025
Non compliant will never leave Canada. Please stop this ill concived immigration/foreign student policy, or Canada will gradually be faded in history.
Non compliant will never leave Canada. Please stop this ill concived immigration/foreign student policy, or Canada will gradually be faded in history.
Criticizes immigration and foreign student policy as harmful to Canada's future, with underlying demographic anxiety.
afurqans
Oct 2, 2025
Evasive and purposely unprepared witnesses. This is TEXT BOOK Liberalism.
Evasive and purposely unprepared witnesses. This is TEXT BOOK Liberalism.
Criticizes government witnesses as evasive and unprepared, attributing this to 'Liberalism' as a political ideology.
johnrecycler8275
Oct 2, 2025
Trudeau hasn’t done anything blistering since his black face
Trudeau hasn’t done anything blistering since his black face
Criticism of Trudeau's political record and accomplishments as a leader.
Policy Critique
0.75
@deaconsyxx322
Mar 4, 2025
Canadas a war torn country destroyed by government intervention
Canadas a war torn country destroyed by government intervention
Criticizes government intervention as destructive, with hyperbolic framing of national crisis.
germanjesus
Oct 1, 2025
If you care about America so much why did you wait tell Trump was president to put your new border policy in?
If you care about America so much why did you wait tell Trump was president to put your new border policy in?
Challenges the timing and sincerity of border policy implementation through rhetorical questioning.
@letsroll492
Mar 4, 2025
United States needs to stop military backing on Canada immediately and put a wall up?
United States needs to stop military backing on Canada immediately and put a wall up?
Critiques US military support for Canada and proposes border wall policy, framed as security/separation concern.
@jamesdarby6636
Mar 4, 2025
Canadian have vote their way to destrcution for a DECADE they only have themselve to blame
Canadian have vote their way to destrcution for a DECADE they only have themselve to blame
Blames Canadian voters for poor governance outcomes, critiquing democratic choices and implying self-inflicted national decline.
@brokenkneecausebrokendream8546
Mar 4, 2025
$$$$ another liberal scam
$$$$ another liberal scam
Brief dismissive critique framing immigration policy as a partisan 'scam' associated with liberal governance.
DaveGava
Sep 30, 2025
She'll get promoted to another file- just like the others.
She'll get promoted to another file- just like the others.
Cynically suggests government officials avoid accountability by being reassigned to different positions.
Policy Critique
0.75
jo-annefox600
Feb 27, 2026
wow we must work together a comment fro a man that spends $1500/week on groceries that he does not pay for YES ITS GOING TO BE TOUGH FOR US BUT NOT FOR HIM THOUGH!!!!!!!!!!!!!
wow we must work together a comment fro a man that spends $1500/week on groceries that he does not pay for YES ITS GOING TO BE TOUGH FOR US BUT NOT FOR HIM THOUGH!!!!!!!!!!!!!
Criticizes Trudeau's spending while making an unverified claim about his grocery expenses.
@paulblight4435
Mar 4, 2025
I know a plenty of Canadians who wanted Trudeau gone. Trump ruined Canada bouncing Trudeau.
I know a plenty of Canadians who wanted Trudeau gone. Trump ruined Canada bouncing Trudeau.
Critiques Trudeau's political leadership while asserting Canadian identity preferences, with comparative framing about Trump's influence.
@brianscotpatterson2101
Mar 4, 2025
Hmm, i disagree with one thing he said Trump is certainly and definitely not smart, WTF!....why wld anyone say that???
Hmm, i disagree with one thing he said Trump is certainly and definitely not smart, WTF!....why wld anyone say that???
Disagrees with a specific claim made in the video, critiquing the characterization of Trump's intelligence.
Policy Critique
0.75
@khadijahdavis1572
Mar 4, 2025
Liberals are really good at making people and money disappear.
Liberals are really good at making people and money disappear.
Criticism of Liberal government competence with an unsubstantiated claim about making 'people and money disappear.'
Alvar-hd2tz
Sep 30, 2025
Canada, systematically destroyed by the Liberals who obey their WEF masters.
Canada, systematically destroyed by the Liberals who obey their WEF masters.
Critiques Liberal government policy while making an unverified claim about WEF control, blending policy analysis with conspiracy theory.
wandast.hilaire3402
Sep 29, 2025
waste of oxygen.......disgusting how f up our system is
waste of oxygen.......disgusting how f up our system is
Expresses strong disapproval of the immigration system and government administration, though with minimal specific detail.
Policy Critique
0.75
mjd-m6h
Sep 29, 2025
How are these people in these positions,they are unbelievable.They can’t answer straight forward questions
How are these people in these positions,they are unbelievable.They can’t answer straight forward questions
Criticizes government officials' ability to answer questions directly, implying incompetence or evasiveness in policy communication.
gillburton-thomas6370
Sep 29, 2025
Justin Trudeau has been forced to step down! \nCanada charges 25% tariff for all US goods exported into Canada! You notice how the ex Prime Minister doesn’t mention that this is a reciprocal tariff Canada …
Justin Trudeau has been forced to step down! \nCanada charges 25% tariff for all US goods exported into Canada! You notice how the ex Prime Minister doesn’t mention that this is a reciprocal tariff Canada charges us 25% for anything in the US export to them and some farm items they refuse to allow in their country! With that said! Justin Trudeau is a huge hypocrite, Tyrant, Dictator!
Criticizes Trudeau and tariff policy while making unverified claims about reciprocal tariffs and selective reporting.
@Jeffrey91423
Mar 4, 2025
They aren’t deporting anyone. They are excepting the “student “ immigrants from USA who is having their “student visa” reviewed. So Carnie/Liberals are looking for voters.
They aren’t deporting anyone. They are excepting the “student “ immigrants from USA who is having their “student visa” reviewed. So Carnie/Liberals are looking for voters.
Critiques government deportation policy while making unsubstantiated claims about political motives ('looking for voters').
meikhen
Sep 28, 2025
They are so much irresponsible that they don't have any answers!
They are so much irresponsible that they don't have any answers!
Criticizes government/officials for being irresponsible and lacking answers on immigration matters.
Policy Critique
0.75
aveeng9648
Sep 28, 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)