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
Hey Canada, feel welcome to the EU - it's a better place to deal with!
Hey Canada, feel welcome to the EU - it's a better place to deal with!
Directly compares Canada's position to the EU, suggesting the latter is a better alliance option.
Comparative
0.90
@thinktwice5035
Mar 4, 2025
It's more like Canada vs. Trump..... NOT Canada vs. America
It's more like Canada vs. Trump..... NOT Canada vs. America
Commenter distinguishes between Canada as a nation and Trump as an individual, framing the conflict as political rather than national.
Comparative
0.90
@pba21
Mar 4, 2025
We need to welcome Canada into the EU.
We need to welcome Canada into the EU.
Proposes integrating Canada into the EU, directly comparing Canada's position to European institutional frameworks.
Comparative
0.90
@Algabatz
Mar 4, 2025
When was US and Canada relationship been this worse. Well around 1812.
When was US and Canada relationship been this worse. Well around 1812.
Commenter compares current US-Canada relations to a historical period (1812), using comparative framing.
Comparative
0.90
@Leanson-nl1oo
Mar 4, 2025
the comparison of listening to trudeau (whatever you might or might not think of him) and then listening to trump is like taking the comparison of a child being mad and a relaxed adult and …
the comparison of listening to trudeau (whatever you might or might not think of him) and then listening to trump is like taking the comparison of a child being mad and a relaxed adult and exagerating it to comic like extremes.
Direct comparison between Trudeau and Trump's communication styles and demeanor, using exaggerated framing.
Comparative
0.90
@Ghost-er7ve
Mar 4, 2025
It's such a whiplash to see a well educated, thoughtful leader like Justin Trudeau speak ... then Trump who is a blubbering baby who can't string a fully coherent sentence together to save his life.
It's such a whiplash to see a well educated, thoughtful leader like Justin Trudeau speak ... then Trump who is a blubbering baby who can't string a fully coherent sentence together to save his life.
Compares Trudeau's eloquence and intelligence favorably to Trump's communication abilities.
Comparative
0.90
@KAGYAKAG
Mar 4, 2025
Trudeau, I wish you were America's president!!
Trudeau, I wish you were America's president!!
Directly compares Canadian and American leadership by expressing preference for Trudeau as US president.
Comparative
0.90
@ladyofthe80s51
Mar 4, 2025
Not a fan of Trudeau but compared to this clown in the white house he's a breath of fresh air
Not a fan of Trudeau but compared to this clown in the white house he's a breath of fresh air
Directly compares Trudeau favorably to Trump, ranking Canadian leadership above American.
Comparative
0.90
@Dave-qj1yg
Mar 4, 2025
I wish we'd be Canada's new provence.
I wish we'd be Canada's new provence.
Expresses preference for Canada over the commenter's current location by framing Canada as a desirable alternative.
Comparative
0.90
@genaseidenschwarz2119
Mar 4, 2025
Canada’s Retaliation Against the Smoot-Hawley Tariff (1930)\nOne of the most immediate and severe retaliatory responses to the Smoot-Hawley Tariff came from Canada, which was heavily dependent on trade with the United States. Canada was the …
Canada’s Retaliation Against the Smoot-Hawley Tariff (1930)\nOne of the most immediate and severe retaliatory responses to the Smoot-Hawley Tariff came from Canada, which was heavily dependent on trade with the United States. Canada was the largest export market for U.S. goods at the time, and when the U.S. imposed high tariffs on Canadian imports, Canada responded with its own punitive tariffs on American products.\n\nBackground: U.S.-Canada Trade Before Smoot-Hawley\nIn 1929, about 75% of Canadian exports went to the U.S.\nCanada was also a major supplier of lumber, wheat, cattle, and minerals to American markets.\nThe two economies were deeply intertwined, and Canada had traditionally followed a low-tariff trade policy with the U.S.\nCanada’s Response: Retaliatory Tariffs (1930)\nPrime Minister R.B. Bennett responded to Smoot-Hawley by raising tariffs on American goods, specifically targeting products from the U.S. Midwest and industrial centers.\nCanada increased tariffs on over 16 U.S. goods, including:\nFarm machinery\nAutomobiles\nFruits and vegetables\nTextiles\nThese tariffs redirected Canadian trade away from the U.S. and toward Britain and other Commonwealth nations, under a new imperial preference system.\nEconomic Consequences\nFor the United States:\n❌ Sharp decline in U.S. exports to Canada\n\nU.S. exports to Canada dropped by 55% between 1929 and 1932.\nAmerican automobile and farm equipment industries suffered severe losses.\nMany Midwest farmers, who had relied on Canadian sales, went bankrupt.\n❌ Loss of a major trading partner\n\nCanada sought alternative suppliers in Britain, Australia, and other Commonwealth nations.\nThis permanently weakened U.S.-Canada economic ties, forcing the U.S. to reconsider its trade policies.\nFor Canada:\n✅ Diversification of Trade\n\nCanada strengthened trade ties with Britain and other Commonwealth countries.\nCanadian exports to Britain increased, helping Canada avoid complete economic collapse.\n❌ Short-term economic pain\n\nWhile Canada successfully retaliated, the tariffs raised prices for Canadian consumers.\nThe Canadian economy still suffered from the global depression, but it recovered faster than the U.S. by diversifying trade.\nLong-Term Impact\nPermanent Shift in Canadian Trade Policy\n\nCanada moved away from dependence on the U.S. and pursued closer economic ties with Britain.\nThis weakened U.S. economic influence in Canada for decades.\nRepeal of Smoot-Hawley and the Start of U.S. Trade Liberalization\n\nThe failure of Smoot-Hawley contributed to the Reciprocal Trade Agreements Act (1934) under Franklin D. Roosevelt, which lowered tariffs and encouraged bilateral trade deals.\nU.S.-Canada trade eventually recovered, but the economic damage lasted for years.\nConclusion\nThe U.S. intended to protect its industries, but Smoot-Hawley backfired by provoking Canada’s retaliation. This case study highlights how tariffs can damage relationships with key trading partners, disrupt industries, and reduce exports, ultimately harming the economy.
Historical comparison of Canada's tariff response to Smoot-Hawley with current trade tensions, drawing parallels between nations' trade strategies.
Comparative
0.90
@alanwhiplington5504
Mar 4, 2025
USA - you are the laughing stock of the world
USA - you are the laughing stock of the world
Direct ranking of USA relative to other nations, asserting Canada's superior standing.
@worldfromtheair
Mar 4, 2025
Compare this leader to that orange moron…. Bizarre that a big part of america voted for that sad little wannabe dictator
Compare this leader to that orange moron…. Bizarre that a big part of america voted for that sad little wannabe dictator
Directly compares Canadian leadership to American leadership, with moral judgment about the latter's fitness for office.
@aw6098
Mar 4, 2025
Canada: it's like the US, but done right.
Canada: it's like the US, but done right.
Compares Canada favorably to the US, asserting Canadian superiority.
@albertorg4085
Mar 4, 2025
If only the U.S. could have a leader of this caliber.
If only the U.S. could have a leader of this caliber.
Directly compares Canadian leadership favorably to U.S. leadership, ranking nations by quality of leaders.
Comparative
0.90
@ALavin-en1kr
Mar 4, 2025
America first. Canada second. Africa is cheaper.
America first. Canada second. Africa is cheaper.
Ranks three nations by preference/cost, directly comparing Canada to America and Africa in hierarchical order.
Comparative
0.90
@bienvenundjoumatchie7405
Mar 4, 2025
Back in 2016 UK shot itself in the foot with Brexit, now the US is starting to do the same thing.
Back in 2016 UK shot itself in the foot with Brexit, now the US is starting to do the same thing.
Directly compares Canada's situation to UK Brexit and US political decisions, ranking nations' self-harm.
Comparative
0.90
@mtssman
Mar 4, 2025
Trump is a global embarrassment
Trump is a global embarrassment
Makes a negative judgment about Trump's global reputation and standing, implicitly comparing him to better leaders.
@LEXRAPS
Mar 4, 2025
Just came back from there they definitely better than the ones in California!!!
Just came back from there they definitely better than the ones in California!!!
Directly compares a location to California, ranking relative quality.
Comparative
0.90
bertmj23
Jan 27, 2026
Punjab (Pakistan): A province in Pakistan with a large Punjabi population. Punjab (India): A state in India, predominantly Sikh, known for its rich culture.
Punjab (Pakistan): A province in Pakistan with a large Punjabi population.
Punjab (India): A state in India, predominantly Sikh, known for its rich culture.
Provides factual comparison between Punjab in Pakistan and Punjab in India, distinguishing geographic and cultural characteristics.
Comparative
0.90
Li_Steve.
Feb 11, 2026
Wow, imagine having an adult to speak for your country.
Wow, imagine having an adult to speak for your country.
Implicitly compares Canadian leadership positively to US leadership by praising Canada's 'adult' representation.
Comparative
0.90
@pezhetairosnikephoros931
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)