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
Search & Filter
Policy Critique
5,980 comments
Would be good if Canada had ICE
Would be good if Canada had ICE
References ICE (U.S. immigration enforcement) as a policy model Canada should adopt, implying criticism of current Canadian immigration enforcement.
ozzieonline
Feb 18, 2026
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
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
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
Immigration, Corruption, Deportation. Well said Elenore!...and that's in B.C.....
Immigration, Corruption, Deportation. Well said Elenore!...and that's in B.C.....
Summarizes three policy areas (immigration, corruption, deportation) in apparent agreement with another commenter's critique.
Policy Critique
0.75
@marlonsmith7342
Feb 19, 2026
could always just legalize handguns... that would help
could always just legalize handguns... that would help
Suggests an alternative policy solution (legalizing handguns) as a response to immigration-related concerns.
Policy Critique
0.75
@politicalofficer832
Feb 20, 2026
India is multi-cultural, Punjab is only 1 part of India and their culture is different from the other Indian states represented in India. The behavior of Punjabi immigrants is not reflective of other Indian cultures …
India is multi-cultural, Punjab is only 1 part of India and their culture is different from the other Indian states represented in India. The behavior of Punjabi immigrants is not reflective of other Indian cultures in India. For whatever reason there seems to more Punjabi migrants in Canada than from any other state in India. Its the job of Canada to enforce assimilation and immigration rules, they deliberately don't. Littering and defecating in public spaces is illegal in Canada but the Canadian government refuses to enforce those rules.
Critiques Canadian government enforcement of immigration and public conduct rules, with unsubstantiated claims about Punjabi immigrant behavior.
Law19157
Jan 27, 2026
Ontario and Quebec wanted legalize feed and voted for the young guy who was" cute
Ontario and Quebec wanted legalize feed and voted for the young guy who was" cute
Criticizes provincial governments' policy decisions regarding legalization, with partisan undertones about political leadership.
jasonmay9387
Feb 19, 2026
This has been going for more than 15 years. Its too late.
This has been going for more than 15 years. Its too late.
Expresses frustration that immigration problems have persisted for 15+ years, implying government policy failure.
@daniharr3278
Feb 19, 2026
I bet we don’t need an ICE agency to do it either.
I bet we don’t need an ICE agency to do it either.
Suggests skepticism about the necessity of ICE agency involvement in immigration enforcement.
Policy Critique
0.75
@KylieMarie-s7l
Feb 19, 2026
I don’t think the average Canadian is divided on tightening immigration. Not well researched reporting.
I don’t think the average Canadian is divided on tightening immigration. Not well researched reporting.
Critiques the reporting quality and claims the video misrepresents public consensus on immigration tightening.
Policy Critique
0.75
livingfinance
Feb 18, 2026
Police CAN NOT PROTECT YOU FROM CRIMINALS. SELF DEFENSE LAWS NEED TO CHANGE!!! CASTLE LAW!!!!!!
Police CAN NOT PROTECT YOU FROM CRIMINALS. SELF DEFENSE LAWS NEED TO CHANGE!!! CASTLE LAW!!!!!!
Critique of self-defense laws and police protection, calling for legal reform with urgent tone.
BobJohnson-u2l
Feb 18, 2026
You only get away with shooting up neighbourhoods of any kind when you know the government won’t let you own a pistol to shoot back … open carry solves problems
You only get away with shooting up neighbourhoods of any kind when you know the government won’t let you own a pistol to shoot back … open carry solves problems
Critiques gun policy as ineffective while expressing security concerns about neighborhood violence.
MrFallingfromgrace
Feb 18, 2026
But what can they do they arrest the bad guy he is just back on the street committing crimes again. Or a judge rules by feeling and the criminal gets a slap on the wrist.
But what can they do they arrest the bad guy he is just back on the street committing crimes again. Or a judge rules by feeling and the criminal gets a slap on the wrist.
Critiques criminal justice system for inadequate sentencing and repeat offender problems.
KNIGHTOFELEMIA-i7i
Feb 18, 2026
BRAIN LOOK IN DETROIT NEWS ABOUT CHINA BUYING A AUTO PLANT IN MEXICO. GOOD ARTICLE EXPLAINING WHATS IS HAPPENING WITH CUSMA NON NEGIATIONS FROM CARNEY.
BRAIN LOOK IN DETROIT NEWS ABOUT CHINA BUYING A AUTO PLANT IN MEXICO. GOOD ARTICLE EXPLAINING WHATS IS HAPPENING WITH CUSMA NON NEGIATIONS FROM CARNEY.
References external news source to critique government trade negotiations and economic policy related to CUSMA.
Policy Critique
0.75
CJ-ot7ct
Feb 18, 2026
Follow the flip flop trail.
Follow the flip flop trail.
Uses sarcastic phrase to critique government inconsistency or hypocrisy in immigration policy implementation.
FrankRizzo-w1y
Feb 18, 2026
Kenney is another liberal in hiding
Kenney is another liberal in hiding
Criticizes a political figure (Kenney) by labeling him as ideologically misaligned, combining partisan critique with identity framing.
FringeMinorityAB
Feb 18, 2026
Is it the same Kenny who ran brutal fascist dictatorship in Alberta during "pandemia"? Strange to hear such none-woke speeches
Is it the same Kenny who ran brutal fascist dictatorship in Alberta during "pandemia"? Strange to hear such none-woke speeches
Commenter critiques Kenney's pandemic policies with ironic tone, questioning his credibility on immigration despite his non-woke rhetoric.
radretev4611
Feb 17, 2026
Canadian government is to blame for khalistani bs
Canadian government is to blame for khalistani bs
Blames government policy for a perceived problem while invoking national/political identity framing.
Improveshorts
Feb 17, 2026
pretty sure it's not happening right under the governments nose, it's not like they allow this stuff to happen, that's why we have border patrol
pretty sure it's not happening right under the governments nose, it's not like they allow this stuff to happen, that's why we have border patrol
Critiques government enforcement and border control policies, suggesting the government allows problematic activities.
Policy Critique
0.75
LeakCentral
Jan 27, 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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