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
Seems easier to visit north korea.. the Yanks, have lost all common scents
Seems easier to visit north korea.. the Yanks, have lost all common scents
Compares Canada's immigration process to North Korea's accessibility while using sarcasm about American judgment.
leendersc
Jan 26, 2026
Maybe Canada can bring down Trump and Elon Musk because Americans are not able and maga fraction of the Republican party don't have any spine.
Maybe Canada can bring down Trump and Elon Musk because Americans are not able and maga fraction of the Republican party don't have any spine.
Comment compares Canada's capability to America's, positioning Canada as potentially more effective than the US in addressing Trump/Musk.
Comparative
0.72
@faridfallahi9613
Mar 4, 2025
In india you buy your license
In india you buy your license
Makes a comparative claim about licensing practices in India versus Canada, implying corruption without substantiation.
OLBARBOK
Jan 27, 2026
Dangerous times we are living in I am not a fan of benign in bad terms with my neighbors trump. Exclude CANADA FROM TARIFF
Dangerous times we are living in I am not a fan of benign in bad terms with my neighbors trump. Exclude CANADA FROM TARIFF
Compares Canada favorably to the US regarding tariffs and relations with Trump, while calling for Canada's exclusion from tariff policies.
@noface4064
Mar 5, 2025
Go take a look at Indian Illinois invasion
Go take a look at Indian Illinois invasion
References another location ('Indian Illinois') to make an implicit comparative argument about immigration invasion, with alarmist framing.
Leosdragonfruitsmoothie
Feb 4, 2026
Divine to Conquer strategy but it fails.\nThanks to the support of American people. You are welcome to visit Canada. ??
Divine to Conquer strategy but it fails.\nThanks to the support of American people. You are welcome to visit Canada. ??
References a 'divide and conquer' strategy, compares Canada favorably to the US, and extends a welcoming invitation to Americans.
@vicki3747
Mar 4, 2025
Canada should join EU asp. Respect Canda !!!! Romania ??
Canada should join EU asp. Respect Canda !!!! Romania ??
Suggests Canada align with EU, comparing geopolitical positioning and expressing national preference.
@GescuSibiu
Mar 4, 2025
the same people who support left wing in canada support far right in india
the same people who support left wing in canada support far right in india
Compares political ideology between Canada and India, suggesting hypocrisy in immigrant political positions across nations.
luqman4426
Sep 20, 2025
If Trump is willing to throw Canada under the bus he will throw anyone under (except his masters Isreal)
If Trump is willing to throw Canada under the bus he will throw anyone under (except his masters Isreal)
Compares Trump's treatment of Canada to other nations/allies, framing international relationships hierarchically.
Comparative
0.72
@gregory9198
Mar 4, 2025
Welcome to the BRICS USA ???\n??????????
Welcome to the BRICS USA ???\n??????????
Comment compares Canada to BRICS nations with implied concern about geopolitical realignment and economic threat.
@ricardocastro1250
Mar 4, 2025
????? it feel good until it done with others but not with me. You all was supporting when it was done with china ( even this time ). Let's USA, Russia, China, n India united …
????? it feel good until it done with others but not with me. You all was supporting when it was done with china ( even this time ). Let's USA, Russia, China, n India united to form economic union ????
Compares treatment of different nations (China vs. others) and proposes alternative international alliances; frames Canada's position relative to global powers.
@dkray-fr4vb
Mar 4, 2025
Latin America is always open to Canada, let's win this imperialist orange for once! ??❤️??❤️??
Latin America is always open to Canada, let's win this imperialist orange for once! ??❤️??❤️??
Compares Canada favorably to Latin America and frames Trump negatively, with supportive tone toward Canada.
@ethandouro4334
Mar 4, 2025
I hate this. We could have had Kamala.
I hate this. We could have had Kamala.
Compares Canada unfavorably to the United States by expressing preference for an American political alternative.
Comparative
0.70
@PointeStarr
Mar 4, 2025
Canada doesn’t even have a MILITARY… bc its neighbors to USA! How can Canada be doing so well with less than cali population but other countries with far more ppl and resources are not? It’s …
Canada doesn’t even have a MILITARY… bc its neighbors to USA! How can Canada be doing so well with less than cali population but other countries with far more ppl and resources are not? It’s bc USA and Europe
Compares Canada's success to other nations while making unsubstantiated claims about Canada's military capacity and attributing success to USA/Europe support.
@ministerforprofitministerf1671
Mar 4, 2025
The fun is that Trump does the same misstake as Putin, Zelensky stod up and kicked his as
The fun is that Trump does the same misstake as Putin, Zelensky stod up and kicked his as
Compares Trump's mistakes to Putin's actions and references Zelensky's response, using international examples for context.
Comparative
0.70
@anlo57
Mar 4, 2025
Shit to To USA
Shit to To USA
Brief comparative statement ranking Canada negatively against the USA, though minimal context provided.
Comparative
0.70
@Sam-cg3oj
Mar 4, 2025
DEAR PRIME MINISTER TRUDEAU, I AGREE THAT THE AMERICAN GOVERNMENT HAS NOT BEEN FAIR TO ITS ALLIEDS AND TRADING PARTNERS AND THAT WE HAVE TO ACT IMMEDIATELY AGAINST THE UNITED STATES. \n\nI HAVE TO SAY, …
DEAR PRIME MINISTER TRUDEAU, I AGREE THAT THE AMERICAN GOVERNMENT HAS NOT BEEN FAIR TO ITS ALLIEDS AND TRADING PARTNERS AND THAT WE HAVE TO ACT IMMEDIATELY AGAINST THE UNITED STATES. \n\nI HAVE TO SAY, I DON'T UNDERSTAND WHY CANADA OR EUROPE EVER TRUST THE UNITED STATES WITHOUT HAVING SOME CONTINGENCY PLAN, KNOWING THE KIND OF TRAITOROUS MENTALITY AMERICAN GOVERNMENTS HAVE ALWAYS HAD, THEY ONLY CARE ABOUT THEIR POCKETS AND MAKING MONEY AT THE EXPENSE OF THE WEAK AND THE GULLIBLE COMMERCIAL AND POLITICAL PARTNER. \n\nONE THING I DISAGREE....., THAT IS CALLING THE RUSSIAN GOVERNMENT MURDEROUS, WHEN IN FACT IT WAS NATO AND ITS BRIGHT IDEA OF ANNEXATION OF UKRAINE TO NATO KNOWING THAT THEY WOULD BE BREAKING AGREEMENTS ESTABLISHED DURING THE COLD WAR OF NO PROLIFERATION OF NATO, IN FACT, NATO STARTED BREAKING THAT PACT WHEN IT ANNEXED FINLAND AND ESTONIA. RUSSIA KEPT QUIET, BUT NOW NATO TRIES TO ANNEX UKRAINE, THAT WAS THE LAST STRAW FOR RUSSIA, BESIDES THE BLATAN MISTREATMENT OF RUSSIAN-UKRAINIANS BY THE UKRAINIAN GOVERNMENT. \n\nNATO USES DEMOCRACY AS A PUNCH LINE, WHEN WE ALL KNOW THIS IS A DIRTY WAR FUELLED BY ECONOMIC INTERESTS AND GREED!\n\nMR. PRIME MINISTER, DO YOU KNOW WHO THE MURDERER IS?.....IT'S MR. ZELENSKY WHO HAS ANNIHILATED THOUSANDS AND THOUSANDS OF ITS OWN PEOPLE, UKRAINIANS WHO WERE USED AS CANNON FODDER....AND NATO THE INSTIGATORS OF THIS WAR.\n\nTHE WORLD CANNOT BE THAT BLIND TO NOT SEE IT!!!
Compares US, NATO, and Russia geopolitically while making unverified claims about NATO treaty violations and attributing war responsibility to specific actors without evidence.
@AntonioMartinez-cd6zf
Mar 4, 2025
Trump is causing international divide and economic turmoil, not peace and collective harmony. He needs to wake up and realize his flaws early.
Trump is causing international divide and economic turmoil, not peace and collective harmony. He needs to wake up and realize his flaws early.
Compares Trump's international impact negatively, framing Canada's position relative to U.S. leadership.
@nicomedezdaniel
Mar 4, 2025
Canada joining EU.
Canada joining EU.
Brief comparative statement suggesting Canada might align with the EU rather than the US.
Comparative
0.70
@RebeccaPerry-Piper-u8x
Mar 4, 2025
Australia stand with Russia and Peace….
Australia stand with Russia and Peace….
References Australia's position as a comparative example, though the statement is vague and potentially off-topic.
Comparative
0.70
@abbeystump
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)