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
being swedish growing up i always had good thoughts about Canada and Australia , and it just got alot bigger for Canada , what a great leader you have.\ntake care of this guy.
being swedish growing up i always had good thoughts about Canada and Australia , and it just got alot bigger for Canada , what a great leader you have.\ntake care of this guy.
Compares Canada favorably to other countries (Sweden, Australia) and praises Canadian leadership from outsider perspective.
@absoaa
Mar 4, 2025
trump is talking about migrants from Canada, I think Trudeau will be more worried about migrants from America
trump is talking about migrants from Canada, I think Trudeau will be more worried about migrants from America
Compares migration concerns between Canada and the US with ironic reversal, suggesting Trudeau should worry about American migrants instead.
@bugjuicer
Mar 4, 2025
Long live Canada ? I hope Canada gets a part of the EU
Long live Canada ? I hope Canada gets a part of the EU
Expresses Canadian pride and compares Canada's position to the EU, using comparative framing to assert national identity.
@Alexander_2525
Mar 4, 2025
For dumb Trump and his brain dead followers THIS IS HOW YOU SPEAK AND LEAD!
For dumb Trump and his brain dead followers THIS IS HOW YOU SPEAK AND LEAD!
Contrasts Trump's communication style unfavorably with an implied superior standard of speech and leadership.
@nivlekloen7437
Mar 4, 2025
Look at the Canadian PM. Then look at the US president, gross. Hey Americans can't you guys find someone more suitable? How did the US ended up in this lousy situation with such a disgusting …
Look at the Canadian PM. Then look at the US president, gross. Hey Americans can't you guys find someone more suitable? How did the US ended up in this lousy situation with such a disgusting dishonorable douche?
Compares Canadian and US leadership unfavorably, with comparative judgment about national leadership quality.
@winniederby6924
Mar 4, 2025
This is a really a very consistent comment. As you compaire this with the insane nazi retoric of agent orange ...a world of difference.
This is a really a very consistent comment. As you compaire this with the insane nazi retoric of agent orange ...a world of difference.
Compares Canadian leadership favorably to another leader's rhetoric, positioning Canada as more reasonable and ethical.
@janschuurmans3146
Mar 4, 2025
Europe and Canada are so polite in dealing with a mad and unfit president of the US, even they are treated badly! He is undoubtedly questionable!
Europe and Canada are so polite in dealing with a mad and unfit president of the US, even they are treated badly! He is undoubtedly questionable!
Comparison of Europe and Canada's diplomatic conduct versus the US president, with moral judgment about presidential fitness.
@Gankiao
Mar 4, 2025
Joe Biden didn’t have none of this nonsense and chaos going on . That’s all I’m saying!?
Joe Biden didn’t have none of this nonsense and chaos going on . That’s all I’m saying!?
Compares current leadership unfavorably to the Biden administration, contrasting their governance records.
Comparative
0.80
@MiaG4
Mar 4, 2025
Give it up Canada as Trump is the champ of business.
Give it up Canada as Trump is the champ of business.
Compares Trump's business acumen to Canada's position, ranking one nation's leadership against another.
Comparative
0.80
@melvinyocum1267
Mar 4, 2025
Wow! The USA on the same page in history books as communist North Korea, Russia and Iran, launching trade war against Allies and FREE WORLD...The MAGA American downfall will be pretty spectacular and loud...
Wow! The USA on the same page in history books as communist North Korea, Russia and Iran, launching trade war against Allies and FREE WORLD...The MAGA American downfall will be pretty spectacular and loud...
Compares USA to authoritarian regimes (North Korea, Russia, Iran) through trade war actions, expressing alarm about American decline.
@dainispozins4172
Mar 4, 2025
I wish we could have him instead ? thank god I’m at least in California. Safest place in the US
I wish we could have him instead ? thank god I’m at least in California. Safest place in the US
Compares Canada favorably to the US and California, expressing preference for Canadian leadership while asserting regional identity.
@carrisagrace1
Mar 4, 2025
This is what it sounds like when a grown up speaks, donald.
This is what it sounds like when a grown up speaks, donald.
Compares the speaker (Canadian PM) favorably to Donald Trump by contrasting their communication styles and maturity.
Comparative
0.80
@rebeccadelbridge2998
Mar 4, 2025
Bearing and tact. What ALL world leaders should have. Why is The Divided States of America making enemies? With ALL of the firings to so many government employees, the country's moral is extremely low. Rumored …
Bearing and tact. What ALL world leaders should have. Why is The Divided States of America making enemies? With ALL of the firings to so many government employees, the country's moral is extremely low. Rumored cuts to Medicaid, Social Security and Food Programs would be DEVASTATING to millions. There's a new wind blowing.??????
Compares Canadian leadership favorably to US leadership while critiquing American policies and moral direction.
@williamdillard5060
Mar 4, 2025
For Americans to understand the threat of alcohol bans. In many provinces, it's the province that imports all of the alcohol, then dustributes it to liquor stores. So when the premier of Ontario says no …
For Americans to understand the threat of alcohol bans. In many provinces, it's the province that imports all of the alcohol, then dustributes it to liquor stores. So when the premier of Ontario says no more Red State booze, it's a done deal. The Ontario government won't buy it, so it's 100% not available in Ontario.
Explains Canadian provincial alcohol distribution system to American audience, comparing governance structures.
@brettgracey9682
Mar 4, 2025
over the last few days watching world leaders. Our USA President and VP are unprofessional and bullies.
over the last few days watching world leaders. Our USA President and VP are unprofessional and bullies.
Compares US and Canadian leadership, implicitly positioning Canada favorably through contrast.
@dwannthomas9543
Mar 4, 2025
From Australia. Wasting your time Canada. The US don't care anymore. Their boy Trump is what they want. Got him in twice. Have to go with the will of the people.
From Australia. Wasting your time Canada. The US don't care anymore. Their boy Trump is what they want. Got him in twice. Have to go with the will of the people.
Compares Canada to Australia and US, asserts US political preference, frames geopolitical positioning.
@pegadethband
Mar 4, 2025
I miss the obama-tradeau bromance... The good ol days... Sigh... The happy days...
I miss the obama-tradeau bromance... The good ol days... Sigh... The happy days...
Compares past US-Canada relations favorably to present, implicitly critiquing current leadership through historical contrast.
Comparative
0.80
@Ria-xl7kz
Mar 4, 2025
Be serious America, what would you give to have a president like this? talking logic, honesty and truth, without making everything about himself and blaming others. He can speak 2 languages at least and speak …
Be serious America, what would you give to have a president like this? talking logic, honesty and truth, without making everything about himself and blaming others. He can speak 2 languages at least and speak in coherent sentences, y'all must be so jealous to have an R-word biggot at the helm instead.\nLet's build that LNG terminal for Europe ASAP and join the EU \n??
Compares Canadian leadership favorably to American leadership and suggests geopolitical realignment (joining EU), using comparative national framing.
@EuroNoobz
Mar 4, 2025
See how they help they people, over here they take from us
See how they help they people, over here they take from us
Compares how 'they' help people versus how 'over here' they take from citizens, using comparative national framing.
@DarnellaReReworld
Mar 4, 2025
When white people were brutally converting indians into christian and built huge numbers of churches in india then no one said a single word but when a single statue of Hindu god was built there …
When white people were brutally converting indians into christian and built huge numbers of churches in india then no one said a single word but when a single statue of Hindu god was built there then why is this outrage.
Even hypocrisy has a limit.
Compares historical Western religious conversion in India to current Hindu statue construction, arguing selective outrage is hypocritical.
meenusharma5411
Feb 14, 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)