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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Policy Critique
5,980 comments
I think immigration would result in assimilation if you had small numbers of people from all countries. But many countries around the world have millions of immigrants from only a few countries like India etc.
I think immigration would result in assimilation if you had small numbers of people from all countries. But many countries around the world have millions of immigrants from only a few countries like India etc.
Critiques immigration policy by arguing that concentration from specific countries prevents assimilation.
SumerS-j7e
Oct 2, 2025
This person is naming and shaming India and hoping that her conservative voters will be happy. India is quite a huge country; the numbers are going to be high. it is not prudent for politicians …
This person is naming and shaming India and hoping that her conservative voters will be happy. India is quite a huge country; the numbers are going to be high. it is not prudent for politicians to do this PR stunt that will have long term consequences.
Critique of political strategy and policy approach regarding country-specific immigration targeting.
Policy Critique
0.80
vishnupvNB
Oct 2, 2025
Not the United States. Donald Smuck did this.
Not the United States. Donald Smuck did this.
Attributes responsibility for a problem to a specific U.S. political figure rather than Canada.
@purpleprincess7281
Mar 4, 2025
What a colossal fail on this Goverment. This isnt Canada anymore its a third world country. The Administration people are Indian too what a FAIL
What a colossal fail on this Goverment. This isnt Canada anymore its a third world country. The Administration people are Indian too what a FAIL
Criticizes government administration as a failure and invokes ethnic identity ('Administration people are Indian') to frame decline.
rickym3
Oct 2, 2025
They don't have a clue. Fantastic civil service we have here.
They don't have a clue.
Fantastic civil service we have here.
Criticizes government civil service competence in handling immigration matters, expressing skepticism about institutional effectiveness.
Policy Critique
0.80
robheggart9624
Oct 1, 2025
Canada needs to plug this big hole. This student program has messed up Canada and it's social fabric. Stop it now.
Canada needs to plug this big hole. This student program has messed up Canada and it's social fabric. Stop it now.
Criticizes the student visa program as damaging Canada's social fabric and calls for immediate cessation; frames as urgent policy problem.
SohailAsif-o3d
Oct 1, 2025
Canadians can see for themselves how bad this is. But this government doesn't believe what Canadians say or see.
Canadians can see for themselves how bad this is. But this government doesn't believe what Canadians say or see.
Criticizes the government for ignoring public opinion and concerns about immigration policy.
jandl5522
Feb 24, 2026
I typically do not agree with a lot of what the conservatives say, and I usually do not like anything that Michelle Rempel Garner says (or the way she says it). However, what she said …
I typically do not agree with a lot of what the conservatives say, and I usually do not like anything that Michelle Rempel Garner says (or the way she says it). However, what she said here, and the way she said it, makes complete sense. I was a bit disappointed that there are no actual numbers as to how much the government would save, but it doesn't seem like a bad idea to put the legislation in place, and whatever they save is a bonus. imho
Be the Change You Wish to See in the World 💖
Evaluates a specific policy proposal critically but constructively, acknowledging both concerns and potential benefits.
sheila5606
Feb 23, 2026
What kind of fucking idiots think this is partisan? If the Liberals are found to be commiting treason. Charge them for it. This is such disgusting behavior that the Liberals can act this way.
What kind of fucking idiots think this is partisan?
If the Liberals are found to be commiting treason. Charge them for it.
This is such disgusting behavior that the Liberals can act this way.
Criticizes government behavior as 'disgusting' and calls for legal accountability and enforcement action.
blacksandbroilikedix
Oct 1, 2025
Completely unprepared to answer basic questions. These bureaucrats show the bland nature of evil.
Completely unprepared to answer basic questions. These bureaucrats show the bland nature of evil.
Criticizes government bureaucrats' competence and characterizes their behavior as morally wrong.
MB-cv6qn
Sep 30, 2025
Only one mistake in this magnificent speech, our Government did not launch Tariffs, TRUMP did! Trump is running a mock and we are going to have to deal with this raging lunatic!
Only one mistake in this magnificent speech, our Government did not launch Tariffs, TRUMP did! Trump is running a mock and we are going to have to deal with this raging lunatic!
Critiques government response to Trump's tariffs while expressing alarm about Trump as a threat.
@EnocAbraham
Mar 4, 2025
This is coming from someone that let Vancouver go to shit.
This is coming from someone that let Vancouver go to shit.
Criticizes a political figure's handling of urban conditions in Vancouver.
Policy Critique
0.80
@kpax9852
Mar 4, 2025
Trudeau has nothing to stand on. Sit down Justin. No one cares about you or your bullshit
Trudeau has nothing to stand on. Sit down Justin. No one cares about you or your bullshit
Dismissive criticism of Trudeau's political credibility and leadership.
Policy Critique
0.80
@peterdaniel66
Mar 4, 2025
All those ‘schools’ should be shut down. All the ‘Immigration consultant’ business should be shut down. They operate OPENLY advertising fraud. DELETE THE JEET
All those ‘schools’ should be shut down. All the ‘Immigration consultant’ business should be shut down. They operate OPENLY advertising fraud.
DELETE THE JEET
Calls for shutting down fraudulent schools and immigration consulting businesses, with an added ethnic slur.
RAPEDBYBLACKS
Oct 1, 2025
How they entered Canada? That time you didn’t check? And also you Canada deliberately accepted all type of students, allowed so called colleges to start just to accomodate these students and took huge money from …
How they entered Canada? That time you didn’t check? And also you Canada deliberately accepted all type of students, allowed so called colleges to start just to accomodate these students and took huge money from them as visa , tuition fees and tsx and now you want them to be out bcos you got what you want. I am talking about students who are there legally. Why blaming Indians as a whole? If some are staying there illegaly take action.Legal students or workers are there bcos your country allowed and remember Canda is not giving them anything for free instead Canada got an economic boost .
Critiques Canadian government policy for accepting students then blaming them, while defending legal immigrants' rights.
mrose4034
Oct 1, 2025
Sounds like there are people who are fully enabling immigration fraud
Sounds like there are people who are fully enabling immigration fraud
Criticizes systemic enablement of immigration fraud by authorities or institutions.
Policy Critique
0.80
travisarthur3250
Oct 1, 2025
Canada is a fu(king mess, mostly because of the liberals and their supporters. Thanks libs.
Canada is a fu(king mess, mostly because of the liberals and their supporters. Thanks libs.
Blames Liberal government for Canada's problems, combining political criticism with partisan identity framing.
g.w.7893
Oct 1, 2025
Better investigation job than what the RCMP could do. Keep voting Liberal, clueless Canadians👌
Better investigation job than what the RCMP could do.
Keep voting Liberal, clueless Canadians👌
Criticizes RCMP competence and calls for voting against Liberal government, combining institutional critique with electoral messaging.
johnm.6349
Feb 26, 2026
Jagmeet Singh & India screwed up Canadian Immigration system.
Jagmeet Singh & India screwed up Canadian Immigration system.
Blames specific political figures and India for immigration system problems, combining policy criticism with identity-based scapegoating.
schowd69
Sep 30, 2025
It's not a trade war, he did it because canada allowed illegal immigrants over the US border. He knows what he did was wrong and the borders are there for a reason. He fucked up, …
It's not a trade war, he did it because canada allowed illegal immigrants over the US border. He knows what he did was wrong and the borders are there for a reason. He fucked up, not America. And good luck canada, your gonna suffer because of these counter tariffs.
Blames Canada's immigration policy for tariffs and predicts economic suffering, combining policy criticism with threat framing.
@electricfuneral8456
Mar 4, 2025
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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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