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
2025 is surely bad year for Indians & India.
2025 is surely bad year for Indians & India.
Makes a comparative statement about India and Indians, suggesting negative outlook for the group in 2025.
Comparative
0.70
silverianjannvs5315
Dec 1, 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
Btw there are people murdered in the US by a federal agency journalist. Exactly what the founding fathers wanted to avoid.
Btw there are people murdered in the US by a federal agency journalist. Exactly what the founding fathers wanted to avoid.
Compares US federal actions to founding principles, shifting focus away from immigration topic.
nadamas8045
Jan 27, 2026
I still don't know why they always use Putin RUSSIA to clean their dirty bloody names. As if they are holy. Do you know how much damage Canada, America, Europe and its comperants cause in …
I still don't know why they always use Putin RUSSIA to clean their dirty bloody names. As if they are holy. Do you know how much damage Canada, America, Europe and its comperants cause in the world? It is shocking if you do a thorough investigation.
Compares Canada/America/Europe to Russia, questioning the moral consistency of Western nations' international conduct.
@elsjeels158
Mar 5, 2025
Para Trump lo amigos son su enemigo y su .enemigo son ahora su amigos ??.
Para Trump lo amigos son su enemigo y su .enemigo son ahora su amigos ??.
In Spanish, observes Trump's shifting relationships with allies and enemies, making a comparative political observation.
Comparative
0.70
@juancaraballo2612
Mar 4, 2025
Trump was right again
Trump was right again
References Trump as external comparison point, implying Canada should follow similar immigration policies.
biscuit5061
Jan 21, 2026
This is what a president looks like. Coherent, intelligent, mindful, and strong. Sucks that we’re going to suffer from these tariffs, but it’s Trump’s fault 100%
This is what a president looks like. Coherent, intelligent, mindful, and strong. Sucks that we’re going to suffer from these tariffs, but it’s Trump’s fault 100%
Compares a foreign leader favorably to the commenter's own context while discussing economic tariff impacts.
@Handle2point0
Mar 4, 2025
This TRUMP and ZELENSKI talk will favor for NATO and others to help Ukaine in real spirit...and it is visibly truimphant....Lord help Ukraine..
This TRUMP and ZELENSKI talk will favor for NATO and others to help Ukaine in real spirit...and it is visibly truimphant....Lord help Ukraine..
Discusses international relations and geopolitical positioning between leaders and nations.
@nestorportuguez8964
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
Looks like Donald won't be happy until the US has pushed away all its friends. Then is he going to ally with Russia? Wow!
Looks like Donald won't be happy until the US has pushed away all its friends. Then is he going to ally with Russia? Wow!
Compares US foreign policy under Trump to potential Russian alliances, expressing concern about international relationships.
@beanmuncher8124
Mar 4, 2025
The difference between Indians in Canada and Africans in Paris is obvious. Homeless dude on the bike needs a givesendgo.
The difference between Indians in Canada and Africans in Paris is obvious. Homeless dude on the bike needs a givesendgo.
Compares Indian immigrants in Canada to Africans in Paris, drawing implicit contrasts between immigrant groups.
chrism9976
Jan 27, 2026
Bro! No One wants to go to US from Canada. uS has literally become scene out of Handmaid’s Tale
Bro! No One wants to go to US from Canada. uS has literally become scene out of Handmaid’s Tale
Compares US unfavorably to Canada using hyperbolic reference to The Handmaid's Tale, suggesting sarcasm about immigration preferences.
JeebaWeeza-p3c
Jan 28, 2026
Well India was the richest country in History until the red capes came and subjugated us. Divided us and looted us. All the wealth in Western civilisation today is built from looted wealth of India. …
Well India was the richest country in History until the red capes came and subjugated us. Divided us and looted us. All the wealth in Western civilisation today is built from looted wealth of India. India was built on the idea of pluralism
Compares India's historical wealth and pluralism to Western nations, framing colonial exploitation as context for current dynamics.
mehulnimbalkar8891
Feb 6, 2026
You guys captured the 2nd biggest land of earth but you guys are simply focused on Brampton.
You guys captured the 2nd biggest land of earth but you guys are simply focused on Brampton.
Compares Canada's geographic size to the focus on one city, using comparative framing to critique immigration concentration.
Comparative
0.70
HARSH19850
Sep 19, 2025
I can totally see Canada as a part of the EU. Love, from Poland.
I can totally see Canada as a part of the EU. Love, from Poland.
Compares Canada to the EU and references Poland, proposing alternative geopolitical alignments with a lighthearted tone.
@pan_salceson
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
???U.S. Presidential Candidate Kamala Harris is probably thinking about those who voted for Donald Trump after watching Canadian Prime Minister Justin Trudeau, watching probationary federal workers being fired across the country, and threats to dismantle …
???U.S. Presidential Candidate Kamala Harris is probably thinking about those who voted for Donald Trump after watching Canadian Prime Minister Justin Trudeau, watching probationary federal workers being fired across the country, and threats to dismantle Social Security, How Ya Like Me Now? ? \n(Song by Kool Moe Dee ‧ 1987)
The comment compares Trudeau's actions to Trump's policies and references a song, mixing comparative framing with somewhat unclear meta-commentary.
@AmericanObserver-kq7ye
Mar 4, 2025
Trump is a gambler. He plays his game hard and sometimes it worked. For fentanyl, both sides is on a winning path.??
Trump is a gambler. He plays his game hard and sometimes it worked. For fentanyl, both sides is on a winning path.??
Commenter compares Trump's approach to fentanyl policy with acknowledgment of both sides' involvement in the issue.
Comparative
0.70
@boonsuanteck4684
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
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)