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
Mocking the whole western world
Mocking the whole western world
References 'the whole western world' in a comparative context, suggesting broader geographic/cultural comparison.
Comparative
0.65
alex88723
Jan 27, 2026
EUROPE AND CANADA ????
EUROPE AND CANADA ????
Juxtaposes Europe and Canada, likely comparing their immigration or policy approaches, though context is minimal.
Comparative
0.65
@benjaminbernhardt5775
Mar 4, 2025
Sou brasileiro e apoio o Canadá e o Mexico. Venham pro Brics.
Sou brasileiro e apoio o Canadá e o Mexico. Venham pro Brics.
Comment references Brazil and BRICS, comparing Canada/Mexico to other geopolitical blocs, though it's tangentially related to the video topic.
@barrosocamelo8228
Mar 4, 2025
Australia wishes the worst for Donald Trump.
Australia wishes the worst for Donald Trump.
Comment compares Australia's position to Trump, though it's tangential to Canadian immigration and appears off-topic for the video.
@Mike500912
Mar 4, 2025
Meanwhile magaUSA ??
Meanwhile magaUSA ??
Compares Canada's situation to the US (MAGA reference) with implied ironic commentary.
@BurritoMassacre
Mar 4, 2025
Chile apoya a Canadá y México!!!.... Trump es un agente de Putin
Chile apoya a Canadá y México!!!.... Trump es un agente de Putin
Comment expresses solidarity between Chile and Canada/Mexico while making a geopolitical claim about Trump and Putin, primarily framing international relationships comparatively.
@micocomesuda1
Mar 4, 2025
Социализм борется с национализмом на фоне бедности и миграции.
Социализм борется с национализмом на фоне бедности и миграции.
Comment frames socialism versus nationalism in context of poverty and migration, comparing ideological systems without clear primary focus.
АлександрНиколаевич-т7ч
Aug 25, 2025
It’s time to do the same in all countries and then let’s see what Americans will eat. Starlink satellites may be good with bread
It’s time to do the same in all countries and then let’s see what Americans will eat. Starlink satellites may be good with bread
Compares Canada's approach to other countries and uses sarcasm about food/Starlink to critique border policy comparatively.
@Tia80xp
Mar 4, 2025
Your best friend is your best enemy
Your best friend is your best enemy
Cryptic statement suggesting ambiguity in international relationships, implying a country's best ally may also be its worst threat.
Comparative
0.65
@reynaldoocampo539
Mar 4, 2025
He only cares about tariffs trump is actively trying to save the world. If russia takes Ukraine, the whole Europe is in trouble, including Canada. We are literally the only humans in our universe that …
He only cares about tariffs trump is actively trying to save the world. If russia takes Ukraine, the whole Europe is in trouble, including Canada. We are literally the only humans in our universe that we know of, and everyone is worried about trump. He fixings something thats so little of our problems. And ps Mr. Canada is no good.
Compares Trump's tariff focus to geopolitical concerns (Russia/Ukraine), arguing tariffs are a minor issue relative to global security threats.
@yfcgr00
Mar 4, 2025
I mean this is mostly all of Canada...
I mean this is mostly all of Canada...
Suggests the phenomenon described is widespread across Canada, implying a national-level comparison or generalization.
Comparative
0.65
carabooseOG
Jan 27, 2026
Have a look at top Spotify Artist in Canada, you'll see
Have a look at top Spotify Artist in Canada, you'll see
References Canadian cultural demographics (Spotify artists) as implicit comparison, though incomplete thought suggests data-driven comparative argument.
Comparative
0.65
bauhem
Jan 28, 2026
Trump's making everything much better for us. Citizens of the United States ??
Trump's making everything much better for us. Citizens of the United States ??
References US political figure and contrasts with implied Canadian context, though tangentially related to immigration discourse.
Comparative
0.65
@BruceChuff
Mar 4, 2025
Then Canada must do the same thing
Then Canada must do the same thing
Suggests Canada should adopt another country's approach, implying comparison without explicit detail.
Comparative
0.65
Kendyyii
Dec 9, 2025
I think the rest of the free world should proceed to de-dollarization.
I think the rest of the free world should proceed to de-dollarization.
References global economic positioning and compares nations' monetary policies implicitly.
Comparative
0.65
@MattBass11
Mar 4, 2025
Add another 25% on Canada for talking smack.
Add another 25% on Canada for talking smack.
Uses sarcastic framing to compare Canada's position relative to the US, suggesting Canada should be ranked lower due to criticism.
@NewageM4214
Mar 4, 2025
Canada is the new NATO leader now against Trump US & Russia and China NKorea ?
Canada is the new NATO leader now against Trump US & Russia and China NKorea ?
Positions Canada relative to other nations (US, Russia, China, North Korea) in a geopolitical hierarchy.
@mikemer100
Mar 4, 2025
Jajajaja canada tu EU. Children's game. Mexico to EU. That hardly
Jajajaja canada tu EU. Children's game. Mexico to EU. That hardly
Compares Canada's immigration process to Mexico-to-EU migration, though the comment is fragmented and unclear in intent.
Hombre_Tlacuache
Feb 11, 2026
Long Live China Russia USA
Long Live China Russia USA
Lists multiple countries in apparent ranking or comparison, though context is minimal.
Comparative
0.65
@曹萌阳
Mar 5, 2025
In Malaysia also this species give big problem
In Malaysia also this species give big problem
References Malaysia's experience with immigration problems, comparing it to Canada's situation while expressing concern.
AbdulRahimYusof
Sep 20, 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)