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
Comparative
2,420 comments
America Great again??? how about, no nations doing the trade with the US??? you stay with your people and no bothers other nations, I think thats kinda good solution too!!
America Great again??? how about, no nations doing the trade with the US??? you stay with your people and no bothers other nations, I think thats kinda good solution too!!
Compares US trade approach unfavorably to isolationism, suggesting other nations would benefit from US non-engagement.
@SnniAhmadi-ce7mb
Mar 4, 2025
Canada is still normal, look at Malaysia, it's full of Indians and Bangladeshis, they even marry locals and give birth to Southeast Asians with South Asian faces.
Canada is still normal, look at Malaysia, it's full of Indians and Bangladeshis, they even marry locals and give birth to Southeast Asians with South Asian faces.
Compares Canada to Malaysia to express demographic anxiety about intermarriage and cultural change, framed as a cautionary comparison.
ncorewest
Feb 11, 2026
Wow Canadians are really polite, he only manifested American government, when in real life the Americans chose him and let him do what he's doing!
Wow Canadians are really polite, he only manifested American government, when in real life the Americans chose him and let him do what he's doing!
Contrasts Canadian politeness with American responsibility, comparing national character traits across countries.
@tr1667
Mar 4, 2025
The sanctions against SA ?? during apartheid made the country STRONGER because the country was FORCED to manufacture goods previously imported.
The sanctions against SA ?? during apartheid made the country STRONGER because the country was FORCED to manufacture goods previously imported.
The comment uses a historical example from another country (South Africa) to argue a point about sanctions policy, employing comparative analysis.
@sallyseaward5865
Mar 4, 2025
Canada wants to turn the United States into its landfill
Canada wants to turn the United States into its landfill
Compares Canada to the United States with a negative framing about immigration impact.
timr6394
Jan 27, 2026
Trudeau was all washed up with his party. Trump made the Liberal party stronger!
Trudeau was all washed up with his party. Trump made the Liberal party stronger!
Compares Trump's impact on Canadian politics to Trudeau's leadership, suggesting Trump strengthened the opposition party.
@pdxmack
Mar 4, 2025
Look what happened to Surrey BC especially Newton same thing years ago now they have the whole thing
Look what happened to Surrey BC especially Newton same thing years ago now they have the whole thing
Commenter references another Canadian city as a cautionary comparison, implying similar demographic/social decline patterns.
okanagandude4742
Jan 27, 2026
Only Putin and china can benefit from trumps trade war
Only Putin and china can benefit from trumps trade war
Compares Trump's trade war policy to geopolitical rivals (Putin, China), implying negative consequences without substantiation.
@Martin-ly9pk
Mar 4, 2025
They are doing the same to Fresno California apparently
They are doing the same to Fresno California apparently
Compares Canada's immigration situation to similar issues in Fresno, California.
Comparative
0.75
hdot89
Jan 27, 2026
Oh he call Donald stupid! As he is
Oh he call Donald stupid! As he is
Compares Canadian and American leaders (Trudeau vs. Donald Trump), ranking them in terms of competence.
Comparative
0.75
@ljohn165
Mar 4, 2025
visit hicksville ny ifs like the same thing
visit hicksville ny ifs like the same thing
Compares the situation in Canada to conditions in another location (Hicksville, NY).
Comparative
0.75
matthewxeditz
Jan 27, 2026
We'll be fine Canucks. Yall better buckle up. ? ??
We'll be fine Canucks. Yall better buckle up. ? ??
Addresses Canadians directly and implies Canada faces challenges compared to the US, using comparative national framing.
Comparative
0.75
@BobbyBigallo
Mar 4, 2025
as American, Trump and Elon Musk are more practical to grassroot. Both are not living likes [Alices in Wonderland].
as American, Trump and Elon Musk are more practical to grassroot. Both are not living likes [Alices in Wonderland].
Commenter compares American leaders (Trump/Musk) favorably to Canadian leadership, positioning them as more practical and grounded.
@rexteo8062
Mar 4, 2025
Americans and Canadans are experimenting what native Americans experimented
Americans and Canadans are experimenting what native Americans experimented
Draws parallel between current Canadian/American immigration and historical displacement of Native Americans, invoking historical comparison.
私は最高です-y5b
Jan 27, 2026
The 29th state for india
The 29th state for india
Compares Canada to India by suggesting Canada is becoming a state of India, implying cultural displacement.
CriticalToilet
Jan 28, 2026
The Americans voted for this.
The Americans voted for this.
References American electoral choice as context for understanding current situation, implicitly comparing US and Canadian political outcomes.
Comparative
0.75
@secondcoming2602
Mar 4, 2025
Donald doesn't see JT as an equal, especially that the later is a lame duck
Donald doesn't see JT as an equal, especially that the later is a lame duck
Compares Trump and Trudeau as political leaders, with an implicit ranking of their relative power and status.
@alexchou907
Mar 4, 2025
Same with Plymouth, Minnesota! Yikes
Same with Plymouth, Minnesota!
Yikes
References another U.S. location (Plymouth, Minnesota) in comparison to the video's subject, with an expression of concern ('Yikes') suggesting demographic anxiety.
svenjorgensen3059
Jan 27, 2026
Canada and other countries in the West will co-operate with Europe and will create their own import-export line. This is not good for U.S.
Canada and other countries in the West will co-operate with Europe and will create their own import-export line. This is not good for U.S.
Compares Canada/West to U.S. in terms of trade relationships and economic positioning.
@erikvermeer2933
Mar 4, 2025
Its so sad that the united state president its a joke.
Its so sad that the united state president its a joke.
Compares US and Canadian leadership by criticizing the US president in contrast to the video's Canadian context.
Comparative
0.75
@mariaalarcon2752
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)