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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Comparative
2,420 comments
Canada? Brother come to Frisco Texas.
Canada? Brother come to Frisco Texas.
Directly compares Canada to another location (Frisco, Texas) as an alternative destination, suggesting a ranking of nations.
Comparative
0.90
ryd3391
Jan 28, 2026
I wouldn't say Canada is the only Western country to break it's immigration system. Have you seen what is happening in the UK?
I wouldn't say Canada is the only Western country to break it's immigration system. Have you seen what is happening in the UK?
Directly compares Canada's immigration challenges to the UK's situation across Western countries.
Comparative
0.90
kimj5037
Jun 20, 2025
Same thing in Dallas
Same thing in Dallas
Minimal comparative reference indicating similar conditions in Dallas, USA.
Comparative
0.90
Ch4s3-10
Jan 28, 2026
It's more like Canada vs. Trump..... NOT Canada vs. America
It's more like Canada vs. Trump..... NOT Canada vs. America
Commenter distinguishes between Canada as a nation and Trump as an individual, framing the conflict as political rather than national.
Comparative
0.90
@pba21
Mar 4, 2025
In Singapore this will be solved I. 1 weeks or less
In Singapore this will be solved I. 1 weeks or less
Directly compares Canada's handling of the issue unfavorably to Singapore's efficiency and speed.
Comparative
0.90
@cdnsilverdaddy
Feb 19, 2026
America first. Canada second. Africa is cheaper.
America first. Canada second. Africa is cheaper.
Ranks three nations by preference/cost, directly comparing Canada to America and Africa in hierarchical order.
Comparative
0.90
@bienvenundjoumatchie7405
Mar 4, 2025
Same thing happening in Hastings, New Zealand.
Same thing happening in Hastings, New Zealand.
Compares Canada's immigration situation to a similar phenomenon in New Zealand, drawing international parallels.
Comparative
0.90
middleearthmatt8595
Jan 27, 2026
Trump is a global embarrassment
Trump is a global embarrassment
Makes a negative judgment about Trump's global reputation and standing, implicitly comparing him to better leaders.
@LEXRAPS
Mar 4, 2025
Just came back from there they definitely better than the ones in California!!!
Just came back from there they definitely better than the ones in California!!!
Directly compares a location to California, ranking relative quality.
Comparative
0.90
bertmj23
Jan 27, 2026
Wow, thats what a real President/Prime Minister acts and sounds like, not like the Orange Clown.
Wow, thats what a real President/Prime Minister acts and sounds like, not like the Orange Clown.
Compares Canadian and American leadership, praising Trudeau while insulting Trump through derogatory characterization.
@christopherippoliti372
Mar 4, 2025
Every government is making more sense than the US government right now.
Every government is making more sense than the US government right now.
Directly compares US government unfavorably to other governments, ranking nations by competence.
Comparative
0.90
@counterpunch1000
Mar 4, 2025
It's a global thing it's the same in ireland now
It's a global thing it's the same in ireland now
The comment directly compares Canada's immigration situation to Ireland's, framing it as a global phenomenon.
Comparative
0.90
MrDirtydonuts
Feb 9, 2026
Lisbon Area in Portugal is just like this nowadays.
Lisbon Area in Portugal is just like this nowadays.
Compares demographic changes in Brampton to Lisbon, Portugal, drawing international parallels about immigration impact.
Comparative
0.90
FranciscoTeixeira-w5j
Feb 4, 2026
When was US and Canada relationship been this worse. Well around 1812.
When was US and Canada relationship been this worse. Well around 1812.
Commenter compares current US-Canada relations to a historical period (1812), using comparative framing.
Comparative
0.90
@Leanson-nl1oo
Mar 4, 2025
Back in 2016 UK shot itself in the foot with Brexit, now the US is starting to do the same thing.
Back in 2016 UK shot itself in the foot with Brexit, now the US is starting to do the same thing.
Directly compares Canada's situation to UK Brexit and US political decisions, ranking nations' self-harm.
Comparative
0.90
@mtssman
Mar 4, 2025
Americans take a good hard look - this is how you lead.
Americans take a good hard look - this is how you lead.
Directly compares Canadian leadership to American leadership, positioning Canada as a model for Americans to follow.
Comparative
0.90
@onlythistube
Mar 4, 2025
USA - you are the laughing stock of the world
USA - you are the laughing stock of the world
Direct ranking of USA relative to other nations, asserting Canada's superior standing.
@worldfromtheair
Mar 4, 2025
Excited to see America will be the second superpower
Excited to see America will be the second superpower
Ranks nations by superpower status, comparing America's future position to other global powers.
Comparative
0.90
@infelnetus
Mar 4, 2025
Same with the uk, Germany and Switzerland smh
Same with the uk, Germany and Switzerland smh
Compares Canada's situation to other countries (UK, Germany, Switzerland), suggesting similar problems across nations.
Comparative
0.90
AstaIsAMonster
Jan 29, 2026
Paul Newton, Canada is not breaking up with America, they are breaking up with the United States. There is a difference.
Paul Newton, Canada is not breaking up with America, they are breaking up with the United States. There is a difference.
Distinguishes between Canada and the United States, making a semantic/political comparison between two nations.
Comparative
0.90
@kathyscheiman2715
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)