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
You are a communist we don’t want to work with you Mr. Trudo
You are a communist we don’t want to work with you Mr. Trudo
Uses ideological labeling ('communist') to reject engagement with the political leader, asserting values-based opposition.
@visionaguila14
Mar 4, 2025
Canada is not our closest friend and ally. Canada is only the LGBTQ Ally
Canada is not our closest friend and ally. Canada is only the LGBTQ Ally
Asserts that Canada's identity is defined by LGBTQ+ values rather than traditional alliance, using identity framing to critique policy direction.
@matthewsoto8114
Mar 4, 2025
These ‘native canadians’ originated from Europe btw.
These ‘native canadians’ originated from Europe btw.
Challenges the legitimacy of 'native Canadian' identity by pointing out European origins, undermining exclusionary framing.
HifzaAbbasi-jc1mt
Feb 4, 2026
I think yall forget white people are not even the native population of Canada. I bet yall would have no problem if it was a Ukrainian "invasion"😊
I think yall forget white people are not even the native population of Canada. I bet yall would have no problem if it was a Ukrainian "invasion"😊
Challenges Canadian identity claims and applies double-standard critique using historical/demographic arguments with ironic tone.
Onerealnanagala
Mar 3, 2026
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
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
We are prepared to suffer until 'Made in America' is the global standard once again.\nThe American people are the most creative on the planet. We will prevail\nAmerica doesnt need your friendship.\nPay us/ Pay us/Pay us
We are prepared to suffer until 'Made in America' is the global standard once again.\nThe American people are the most creative on the planet. We will prevail\nAmerica doesnt need your friendship.\nPay us/ Pay us/Pay us
Asserts American exceptionalism and national pride while framing economic sacrifice as justified national assertion.
@Dash-n8i
Mar 4, 2025
That’s the problem. The new image it’s won’t integrate into this society.
That’s the problem. The new image it’s won’t integrate into this society.
Asserts that new immigrants won't integrate into Canadian society, framing cultural difference as incompatibility with national identity.
nicknauj124
Sep 11, 2025
It's back up! Up yours pajeets 🖕🏽
It's back up! Up yours pajeets 🖕🏽
Uses a derogatory ethnic slur with a hostile gesture, expressing antagonism toward a specific group.
FUCKyoside187
Feb 3, 2026
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
Tyler no need to wonder why the government allows this .... look at who's holding PM right now. That's ur answer
Tyler no need to wonder why the government allows this .... look at who's holding PM right now. That's ur answer
Uses us-vs-them framing, attributing immigration policy to current political leadership as explanation for government decisions.
EwokGirl13
Feb 20, 2026
We dont want this either!!!!!! \nWe did not vote for this!!!!
We dont want this either!!!!!! \nWe did not vote for this!!!!
Expresses rejection of a policy position using emphatic language ('We did not vote for this'), asserting a collective identity and disagreement.
@AprilVC
Mar 4, 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
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
2:05 and we chose our president and thank God for him.
2:05 and we chose our president and thank God for him.
Expresses national pride and political allegiance through 'we chose our president' framing.
Identity Assertion
0.79
@LuckyOracle30
Mar 4, 2025
I think it's safe to safe that Canada, like the UK before it, is certifiably an illegitimate state. An invaded, anarchic land.
I think it's safe to safe that Canada, like the UK before it, is certifiably an illegitimate state. An invaded, anarchic land.
Makes sweeping claims about Canada's illegitimacy as a state, invoking colonial history to delegitimize national identity.
charlesbrown4483
Jan 27, 2026
Canada has been sucking on the teet of America for too long. They need to be their own country and stop relying on the US. They can't defend themselves without us. That alone should require …
Canada has been sucking on the teet of America for too long. They need to be their own country and stop relying on the US. They can't defend themselves without us. That alone should require some kind of compensation. Everyone including Canada has taken advantage of the USA for to long and when we stick up for ourselves we're the bad guys
Asserts American superiority and frames Canada as dependent, using us-vs-them framing to justify American demands for compensation.
@scottcartwright-ue7rv
Mar 4, 2025
I can't help but notice the overwhelming support in the comments for the Canadian stance. Tragically many Canadians now consider the USA to be approaching enemy status.
I can't help but notice the overwhelming support in the comments for the Canadian stance. Tragically many Canadians now consider the USA to be approaching enemy status.
Commenter observes shifting Canadian identity and national sentiment, framing the US as approaching 'enemy status' in us-vs-them terms.
@robertcovell2787
Mar 4, 2025
Really Really, does this look like a respectful way to pray to your god, asses up ????????????????
Really Really, does this look like a respectful way to pray to your god, asses up ????????????????
Expresses cultural/religious disrespect toward immigrant prayer practices, asserting incompatibility with Canadian norms.
Lynne-d1z
Aug 25, 2025
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
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)