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
“We will defend Canadian jobs”… Look at that, America! While your President is proud of himself by firing Americans by the thousands.
“We will defend Canadian jobs”… Look at that, America! While your President is proud of himself by firing Americans by the thousands.
Compares Canada's job protection stance favorably to America's, using comparative framing to make a moral point about leadership.
@Boobalopbop
Mar 4, 2025
Say what you want about Donald Trump, at least he’s never seized/frozen American citizens bank accounts for going on strike. Can’t say the same for socialist dictator Trudeau. ?♂️
Say what you want about Donald Trump, at least he’s never seized/frozen American citizens bank accounts for going on strike. Can’t say the same for socialist dictator Trudeau. ?♂️
Compares Trump and Trudeau's governance, contrasting Trump's record favorably against Trudeau's treatment of protesters.
@40granite
Mar 4, 2025
Welcome the 51st state Canada.
Welcome the 51st state Canada.
Compares Canada to the United States through sarcastic framing of Canada as becoming the '51st state.'
@BradMills-l4x
Mar 4, 2025
As a German I believe that the European Union needs to apply his significant power to encounter this madness . Europe should welcome Canada into the Union. Together we are stronger and will successfully counter …
As a German I believe that the European Union needs to apply his significant power to encounter this madness . Europe should welcome Canada into the Union. Together we are stronger and will successfully counter those tariffs. Let’s start by turning off all those social platforms from the states which are doing more bad than good for years!
Compares European and Canadian positions, proposes EU integration with Canada, and calls for action against US tariffs and social platforms.
@raykvoigtlaender419
Mar 4, 2025
The only reason Trump won the first time was because he was up against a woman and America can't have that lol and he won again against another woman ??I'm glad he won but feel …
The only reason Trump won the first time was because he was up against a woman and America can't have that lol and he won again against another woman ??I'm glad he won but feel he wouldn't have won if he went up against other men of this country
Compares Trump's electoral success across different opponents, implicitly ranking candidates and reflecting on American political dynamics.
@williamblair2201
Mar 4, 2025
Canada must become a state. ??
Canada must become a state. ??
Proposes Canada's political status relative to the United States, comparing national positions.
Comparative
0.80
@frenchconnectionedidy6578
Mar 4, 2025
This will hurt both countries, the difference is that Canada still has friends.
This will hurt both countries, the difference is that Canada still has friends.
Compares Canada and America's international standing and relationships, implying Canada maintains better alliances.
@paulbartholomew8201
Mar 4, 2025
From Thailand , I think that Canadian people are polite and kind because of your president Justin polite manner
From Thailand , I think that Canadian people are polite and kind because of your president Justin polite manner
International perspective attributing Canadian politeness to leadership style, comparing national characteristics.
@SonpuiSonny
Mar 4, 2025
As a Mexican, i hope that the TMEC between our countries is still in place, in spite of the US abandonment. US trade with Mexico in 2024 was 840 billion and with Canada 762 Billion. …
As a Mexican, i hope that the TMEC between our countries is still in place, in spite of the US abandonment. US trade with Mexico in 2024 was 840 billion and with Canada 762 Billion. US is turning its back on its closest allies.
Compares trade relationships between countries and expresses concern about US abandonment of allies, with economic data.
@rafaelc5227
Mar 4, 2025
Canada, Americas loss, Europe’s gain. What a great partnership we will forge with the Canadians. ?????
Canada, Americas loss, Europe’s gain. What a great partnership we will forge with the Canadians. ?????
Frames Canada positively relative to the US and expresses support for European partnership.
@Andy-ie1zg
Mar 4, 2025
All the so-called friends of USA to advantage of usa since 1960's.\n\nNow china is big and Russia is big. \n\nSo, USA has to let go all these so called friends to catch up with the …
All the so-called friends of USA to advantage of usa since 1960's.\n\nNow china is big and Russia is big. \n\nSo, USA has to let go all these so called friends to catch up with the growth of China
Analysis comparing US relationships with allies across decades and geopolitical shifts with China and Russia.
@Kemeyaloha
Mar 4, 2025
I like how every west country is blaming south asians when the are not even 10% of there population 😂 .
I like how every west country is blaming south asians when the are not even 10% of there population 😂 .
Uses comparative framing to critique Western countries' treatment of South Asians, with ironic tone.
Thefool_gerhmansparrow
Jan 27, 2026
What a speech, Obama take notes!
What a speech, Obama take notes!
Compares current Canadian leadership favorably to former US President Obama.
Comparative
0.79
@enorankz5354
Mar 4, 2025
What about Canada’s white invasion 1867
What about Canada’s white invasion 1867
Compares current immigration to historical European settlement in Canada, using 'invasion' framing to contextualize demographic change.
Tallalaskan
Jan 29, 2026
and 1 more reason out of a million why trump sick of canada but Canadian are so braindead they cant even understand that.. they claim everything bad happening in canada are caused by trump ...
and 1 more reason out of a million why trump sick of canada but Canadian are so braindead they cant even understand that.. they claim everything bad happening in canada are caused by trump ...
Compares Canada unfavorably to Trump's policies while criticizing Canadian understanding of geopolitical issues.
ginobellucci-y2n
Jan 29, 2026
I guess siding with the bully as he was messing with many counties all these years is now hitting back to both EU and Canada. Very brave speech, though. Unfortunately, international affairs are driven by …
I guess siding with the bully as he was messing with many counties all these years is now hitting back to both EU and Canada. Very brave speech, though. Unfortunately, international affairs are driven by economic and military power, not by intellectual capacity.
Compares international geopolitical positions and critiques the effectiveness of moral/intellectual arguments versus economic/military power in global affairs.
@emrekara5003
Mar 4, 2025
MAGA can fix Canada too.
MAGA can fix Canada too.
References MAGA and compares Canada to the US political context, suggesting similar solutions.
Comparative
0.79
MichaelFunke-z8o
Aug 25, 2025
Almost all none Christian white majority countries are undesirable places to be.
Almost all none Christian white majority countries are undesirable places to be.
Comparative ranking of nations based on religious/racial composition, implying non-Christian white countries are inferior.
DEATHWISH1991
Mar 2, 2026
🇨🇦 Immigration is our greatest strength….ya, right. Maybe back in the 50’s and 60’s.
🇨🇦 Immigration is our greatest strength….ya, right. Maybe back in the 50’s and 60’s.
Comparison of immigration's value across historical periods (1950s-60s vs. present), implying decline in immigration's positive contribution.
konstantinos2695
Dec 27, 2025
The hole world is the same fighting mass illegal immigrants
The hole world is the same fighting mass illegal immigrants
References global immigration challenges and positions Canada within a worldwide pattern of illegal immigration concerns.
patrickhatzer8289
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)