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
Part of speech so similar to China.
Part of speech so similar to China.
Compares Canada's political situation to China, though the comment is fragmentary and unclear.
Comparative
0.65
@cslau1836
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
how about cuming, GA? Chinese in Irvine, CA?
how about cuming, GA? Chinese in Irvine, CA?
References specific U.S. cities with demographic composition, implying comparison between locations, though the comment is fragmentary and unclear.
Comparative
0.65
ajara5027
Jan 27, 2026
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'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
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
This is yet another sad day for Americans.
This is yet another sad day for Americans.
Frames an event as negative for Americans specifically, implicitly comparing American and Canadian positions or outcomes.
Comparative
0.65
@YasapYaakov018
Mar 4, 2025
In 1990, a friend had told me that when the WW3 happens, it will be between Russia together with US against Europe and Allies.
In 1990, a friend had told me that when the WW3 happens, it will be between Russia together with US against Europe and Allies.
References geopolitical positioning and alliances (Russia, US, Europe), comparing international relationships and power dynamics.
Comparative
0.65
@boowang2618
Mar 4, 2025
Well this fentanyl scheme is so much similar to the reasoning behind invading Ukraine - denazification, mind there are no Nazis in Ukraine
Well this fentanyl scheme is so much similar to the reasoning behind invading Ukraine - denazification, mind there are no Nazis in Ukraine
Compares Canadian fentanyl policy to Ukraine invasion justifications, making an unsubstantiated equivalence between the two situations.
@piter9209
Mar 5, 2025
Future of Europe too.
Future of Europe too.
Brief comparative statement extending the immigration discussion to Europe, suggesting similar demographic trends.
Comparative
0.65
SaltEnjoyer007
Jan 28, 2026
Meanwhile magaUSA ??
Meanwhile magaUSA ??
Compares Canada's situation to the US (MAGA reference) with implied ironic commentary.
@BurritoMassacre
Mar 4, 2025
We will send everything from India. You back off mugger
We will send everything from India. You back off mugger
References India as alternative supplier in response to trade tensions, with sarcastic/confrontational tone.
@amitdhanpat
Mar 4, 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
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
I would recommend him visiting a Indian majority town in Iselin, NJ.
I would recommend him visiting a Indian majority town in Iselin, NJ.
References a specific location with demographic characteristics as a comparison point for immigration impact.
Comparative
0.65
DilaraYun
Feb 26, 2026
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
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
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
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
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)