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
Malta indian epidemic💔
Malta indian epidemic💔
References India ('Malta indian epidemic') in comparative context with implied negative framing about immigration patterns.
nathanscic18
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
Ils est maintenant latitude d'une séparation canadien et américaine ,donnant mon support canadien je comprends une alliance européenne.
Ils est maintenant latitude d'une séparation canadien et américaine ,donnant mon support canadien je comprends une alliance européenne.
Comment compares Canada to the US and Europe while asserting Canadian identity and support, though the French text is somewhat unclear.
@gillesvallee8089
Mar 4, 2025
Visit the Muslims in the UK
Visit the Muslims in the UK
Suggests visiting Muslims in the UK as a comparison point, implying a contrast between immigration experiences in different countries.
Comparative
0.65
m8lyshka
Feb 8, 2026
I understand. Cause you guys were living in an authentic cultures since young schools work everything. But now. And Trump said like he bought Canada 51 States. Maybe it's a solution. I have no idea. …
I understand. Cause you guys were living in an authentic cultures since young schools work everything. But now. And Trump said like he bought Canada 51 States. Maybe it's a solution. I have no idea. Unless there's a leader in your country exactly expertised capitalism and figures that way a new economic model which determines a soul of New Canada? And that extremely justice a fair communication English profiles in Canadian community which everyone loves and accepts in conditions every races old residents new immigrants feel that comfortable no one argues about.
Rambling commentary comparing Canada to other nations and discussing economic/cultural models, though coherence is unclear.
sweeleankong6269
Oct 13, 2025
Meanwhile magaUSA ??
Meanwhile magaUSA ??
Compares Canada's situation to the US (MAGA reference) with implied ironic commentary.
@BurritoMassacre
Mar 4, 2025
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
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
I like how they let you in more easier than the Jewish one episode
I like how they let you in more easier than the Jewish one episode
Compares immigration admission standards between different groups/countries, implying differential treatment.
Zachhardet
Jan 27, 2026
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
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
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
Bruh your goverment is doing this , somehow MAGA will still have some twist this story
Bruh your goverment is doing this , somehow MAGA will still have some twist this story
Comment compares Canadian government actions to US politics (MAGA), framing the issue across national contexts while also critiquing narrative framing.
@evion223
Mar 4, 2025
Maybe ally soon will expelled all american forces in their territory too..
Maybe ally soon will expelled all american forces in their territory too..
Speculates about allied nations following Canada's example, comparing international responses to policy.
@Observer82
Mar 4, 2025
The united states of America always want weakened greatest country in the world . The Americans must think smartly this type action is the same as ?action?
The united states of America always want weakened greatest country in the world . The Americans must think smartly this type action is the same as ?action?
Compares US actions to weaken Canada (described as greatest country) with comparative framing and implied threat concerns.
@fkadufjadu3450
Mar 4, 2025
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
Try to put a crucifix though
Try to put a crucifix though
Cryptic reference comparing treatment of religious symbols (crucifix) across contexts, suggesting differential standards.
Comparative
0.65
sebastianlopez8552
Feb 8, 2026
Americans are so egotistical.. they think everyone is dying to get into their shit whole country that’s run by satanic child predators
Americans are so egotistical.. they think everyone is dying to get into their shit whole country that’s run by satanic child predators
Compares America unfavorably to other nations using inflammatory rhetoric and conspiracy theory language.
gateskvk9580
Feb 6, 2026
I'm really impress of what Trudeau speak as Trump from what I see he is in Putin's policy right now I can see that in the future Democracy world have to fight hard for Democracy …
I'm really impress of what Trudeau speak as Trump from what I see he is in Putin's policy right now I can see that in the future Democracy world have to fight hard for Democracy worldwide
Commenter compares Trudeau to Trump and references Putin, making international political comparisons about leadership and democracy.
Comparative
0.65
@touchchea7853
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
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)