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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Identity Assertion
5,512 comments
Canada is christian nation,so please most out those pagan gods from land of jesus.
Canada is christian nation,so please most out those pagan gods from land of jesus.
Asserts Canada's Christian national identity and calls for exclusion of other religious practices, framing it as cultural preservation.
JesusisLord-j5b
Jan 29, 2026
Gosh I hate Indian accent so much
Gosh I hate Indian accent so much
Expresses prejudice against Indian immigrants based on accent, asserting cultural/linguistic otherness as grounds for dislike.
yugoczech8005
Jan 27, 2026
F Trudeau man... he isnt even going to be the prime minister in a few days. Little mangina.
F Trudeau man... he isnt even going to be the prime minister in a few days. Little mangina.
Dismisses Trudeau using derogatory language and us-vs-them framing, asserting political identity through hostile characterization.
Identity Assertion
0.79
@julioabate
Mar 4, 2025
Trump is a coward. So, so cowardly. I am a conservative American, but I stand against maga and Trump.
Trump is a coward. So, so cowardly. I am a conservative American, but I stand against maga and Trump.
Asserts conservative identity while distancing from Trump/MAGA, establishing in-group/out-group boundaries.
@Beardhoundmountainranch
Mar 4, 2025
Screw Canada 's punk Justin. Screw the coke head grifter Zelensky and Europe. Canada has been screwing America for decades in trade. Canada is now a communist shit hole.
Screw Canada 's punk Justin. Screw the coke head grifter Zelensky and Europe. Canada has been screwing America for decades in trade. Canada is now a communist shit hole.
Uses inflammatory language to assert national grievances and characterize Canada negatively, framing it as a threat to American interests.
@Chris-r1z
Mar 4, 2025
very proud of canada
very proud of canada
Expresses national pride in Canada, asserting positive identity and belonging to the nation.
@susansimard-t7o
Mar 4, 2025
???? and all this time you thought America was a friend??? Lol ???????????????
???? and all this time you thought America was a friend??? Lol ???????????????
Expresses betrayal and us-vs-them framing regarding American-Canadian relations with skeptical tone about friendship.
@a.b.5935
Mar 5, 2025
100% behind MY president. You lie Trudeau...your scare tactics make me wonder if you got cutoff of $ like the thieving Democrats.
100% behind MY president. You lie Trudeau...your scare tactics make me wonder if you got cutoff of $ like the thieving Democrats.
Asserts support for Trump while making unsubstantiated accusations about Trudeau's motives and financial impropriety.
@rosannerobinson954
Mar 4, 2025
Imagine the Liberal World Order not being able to cope with the reality that the majority don’t agree with their insane ideology. It’s quite fun to watch them flustering about.
Imagine the Liberal World Order not being able to cope with the reality that the majority don’t agree with their insane ideology. It’s quite fun to watch them flustering about.
Commenter frames conflict as ideological divide between 'Liberal World Order' and 'the majority,' asserting in-group/out-group boundaries.
Identity Assertion
0.79
@aaronCLE1605
Mar 4, 2025
"Greatest country in the world." Yeah bud sure.
"Greatest country in the world." Yeah bud sure.
Sarcastically challenges Canada's self-perception as 'greatest country,' questioning national identity and values.
bagstube_nico
Jan 27, 2026
Not this American , we are a sad people
Not this American , we are a sad people
American commenter distances themselves from national identity, expressing shame and contrasting themselves with their country.
@maryraven-bk5vk
Mar 4, 2025
Seems like African are a problem everywhere
Seems like African are a problem everywhere
Makes a broad ethnic generalization framed as a comparative observation about a demographic group.
frankiefresh6937
Jan 27, 2026
9:15 when an Indian says I’m proud to be ____ you’ll know you’re place is in uncivilised hands
9:15 when an Indian says I’m proud to be ____ you’ll know you’re place is in uncivilised hands
Makes ethnic/cultural identity claim suggesting loss of control and civilization standards based on immigrant national origin.
arreshubham
Oct 11, 2025
When I was a small child, I had planned to go to European and American countries based on my knowledge and good values and not for money because I thought that people with good education …
When I was a small child, I had planned to go to European and American countries based on my knowledge and good values and not for money because I thought that people with good education and rules followed lived there. Now I am 18 and it is very sad to see that people who lack basic manners are going there in exchange of money, yes it is true that you cannot bring knowledge and good values in yourself with money, European people and American people should also think about this and should ask questions to their government that why are they bringing these people to get profit in the vote bank or are they very educated people, but looking at the condition it is not true that Their parents may have also taught them basic manners, many Indians do not have the flexibility to change their habits after seeing the country, but they would have had problems with people coming to their country from outside who did not live in the Indian culture, but if they did not live with outsiders and were forbidden to do that, then that would be racism! One should follow whatever religion one wants but see again it should change with the new environment, even in nature when a species migrates to a new place it follows the rules and practices it uses, it does not mean that its genetics change completely.
Expresses concern about cultural assimilation and values, framing immigrants as lacking manners and proper education, with an us-vs-them distinction between 'good' Western values and immigrant behavior.
Suraj2321rtd
Feb 11, 2026
If any good has come from the election of Donald Trump, is the fact that everybody is waking up, realizing we should get stronger and more united, becuase the US is not a trustworthy ally
If any good has come from the election of Donald Trump, is the fact that everybody is waking up, realizing we should get stronger and more united, becuase the US is not a trustworthy ally
Frames the situation as a catalyst for Canadian national unity and reasserts identity by questioning US trustworthiness as an ally.
@eliascabbio7598
Mar 4, 2025
As soon as you cross into Brampton, you notice right away how noticeably more erratic and egoistic the drivers are!
As soon as you cross into Brampton, you notice right away how noticeably more erratic and egoistic the drivers are!
The comment makes a negative generalization about drivers in Brampton (a city with significant South Asian immigration), implying cultural/ethnic behavioral differences.
coolvania
Jan 27, 2026
he way they are choosing to interrupt the PM's French speech is yet another sign of American arrogance.
he way they are choosing to interrupt the PM's French speech is yet another sign of American arrogance.
Characterization of American behavior as arrogant, framing a cultural/national difference between Americans and Canadians.
@Michaelneiss
Mar 4, 2025
USA first, we'll get back to you. I'll take the inflation. They need us more than we need you.
USA first, we'll get back to you. I'll take the inflation. They need us more than we need you.
Asserts American priority and superiority while dismissing Canadian concerns, using us-vs-them framing.
@rickybarnett9981
Mar 4, 2025
As someone from uk- at least they're not muslims. You guy have the lesser evil
As someone from uk- at least they're not muslims. You guy have the lesser evil
Frames religious identity (Muslim vs. non-Muslim) as a hierarchy of acceptability, expressing preference based on religious categorization.
MCGAMONT
Oct 7, 2025
The American people support our President. Trudeau will soon capitulate after his bluster.
The American people support our President. Trudeau will soon capitulate after his bluster.
Asserts collective support for Trump and predicts Trudeau's capitulation, using us-vs-them framing between nations.
@dconover-70
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)