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
Fuck me, So you visiting for 6 months lol on 1 month visa, wow, I mean I knew it was bad but the fuckery here seems to be state sponsored level fuckery
Fuck me, So you visiting for 6 months lol on 1 month visa, wow, I mean I knew it was bad but the fuckery here seems to be state sponsored level fuckery
Criticizes visa and immigration enforcement as corrupt and systemic, expressing shock at regulatory failures.
fleshwound8875
Jan 27, 2026
What a load of nonsense. More water carrying for the liberals. They haven’t SLASHED immigration numbers.
What a load of nonsense. More water carrying for the liberals. They haven’t SLASHED immigration numbers.
Dismisses government action as insufficient, criticizing the policy response as inadequate rather than genuine.
Policy Critique
0.80
Aria-wl2ve
Jan 3, 2026
They should also limit by place of Origin, nearly half of all immigrants come from India, need more variety
They should also limit by place of Origin, nearly half of all immigrants come from India, need more variety
Proposes policy change to diversify immigrant origins while asserting a specific demographic claim about Indian immigration without evidence.
samdonohoe9796
Jan 3, 2026
It isn't just immigration our whole system is broken
It isn't just immigration our whole system is broken
Broadens criticism beyond immigration to systemic government dysfunction.
Policy Critique
0.80
linnjensen7469
Feb 27, 2026
Liberals are the biggest morons! Such a disconnection from reality.
Liberals are the biggest morons! Such a disconnection from reality.
Attacks government competence and accuses leaders of disconnection from reality.
Policy Critique
0.80
phildynerphotography5049
Feb 27, 2026
Should be zero immigrants from India and the middle east
Should be zero immigrants from India and the middle east
Advocates for zero immigration from specific regions, combining discriminatory identity framing with policy position.
kotexconnection3804
Jan 3, 2026
Lets go back to the roots to see if what comes or leads to this tariffs issue. We have to clean all the mess before we can rebuild and make America great again.
Lets go back to the roots to see if what comes or leads to this tariffs issue. We have to clean all the mess before we can rebuild and make America great again.
Critiques current policies as 'mess' and calls for systemic cleanup before rebuilding.
@kimnguyen3757
Mar 4, 2025
Just what Canada needs. More useless bureaucracy and costs as the Liberals try to fix the mess they've made. Throw the Carney Bums out.
Just what Canada needs. More useless bureaucracy and costs as the Liberals try to fix the mess they've made. Throw the Carney Bums out.
Criticizes Liberal government handling of immigration policy and calls for their removal from office.
amesorton
Jan 3, 2026
You don’t need endless studies and quantifiable evidence to apply a bit of common sense I don’t need a study to tell me to close the window or put on a sweater if it’s cold …
You don’t need endless studies and quantifiable evidence to apply a bit of common sense
I don’t need a study to tell me to close the window or put on a sweater if it’s cold in my house
The point is there shouldn’t be one extra dollar that’s spent on anything that is outside of Canadian interests
Argues against spending on non-Canadian interests using common-sense reasoning rather than evidence-based analysis.
andrewkierans
Feb 24, 2026
LOL, they barely cut anything in immigration except students. What an absolute mess the Liberals have created.
LOL, they barely cut anything in immigration except students. What an absolute mess the Liberals have created.
Sarcastic criticism of government immigration policy, claiming minimal actual cuts despite rhetoric, with dismissive tone toward Liberal administration.
HeadcheeseSmoothie
Jan 3, 2026
Could Canada's liberal government finally be putting it's own people first?
Could Canada's liberal government finally be putting it's own people first?
Questions government policy priorities through a rhetorical question implying criticism of immigration focus over domestic concerns.
TALKCalgary-2
Jan 1, 2026
Am a Nigerian. If western government don't comtrol migration into their land by 100 years to come Thus country will become the country those people fleed from
Am a Nigerian. If western government don't comtrol migration into their land by 100 years to come
Thus country will become the country those people fleed from
First-person perspective from immigrant background critiquing government migration control policy, expressing concern about long-term consequences.
SuleimanAbdulkareem-y8j
Jan 27, 2026
Anyone notice all the new commercials on how great Canada is on TV. That’s the liberals trying to focus its voters away from all the corruption being committed behind closed doors. Real Canadians know what …
Anyone notice all the new commercials on how great Canada is on TV. That’s the liberals trying to focus its voters away from all the corruption being committed behind closed doors. Real Canadians know what they are doing 🤬
Criticizes government propaganda and corruption while invoking 'Real Canadians' as an in-group identity marker.
jackj3542
Jan 3, 2026
Anybody who is not in Canada(or any country) legally, get out!
Anybody who is not in Canada(or any country) legally, get out!
Advocates for strict enforcement of legal immigration status with an implicit call for deportation of undocumented immigrants.
steve8803
Jan 1, 2026
Family members can file for social assistance been when sponsored. The only consequence is they cannot sponsor again
Family members can file for social assistance been when sponsored.
The only consequence is they cannot sponsor again
States a factual claim about sponsorship rules and social assistance eligibility, functioning as policy information with implicit critique of loopholes.
nicoled5160
Dec 30, 2025
Why has this guy just grown a pair of balls now on your way out of office. Unbelievable
Why has this guy just grown a pair of balls now on your way out of office. Unbelievable
Criticizes Trudeau for acting decisively only at the end of his tenure, questioning the timing and sincerity of his actions.
Policy Critique
0.80
@JohnConnelll
Mar 4, 2025
still just a drop in the bucket.
still just a drop in the bucket.
Reiterates dismissal of deportation numbers as insignificant, critiquing the scale of enforcement action.
Policy Critique
0.80
josoffat7649
Dec 30, 2025
how is filing a fake refugee claim isn't criminal in and of itself? explain that to me why are ya'll always giving everyone the benefit of the doubt
how is filing a fake refugee claim isn't criminal in and of itself? explain that to me
why are ya'll always giving everyone the benefit of the doubt
Questions why false refugee claims aren't prosecuted and criticizes perceived leniency in immigration enforcement.
AbrahamHalfi
Dec 30, 2025
@3:24 welcome to canada where words are restricted by threat of unemployment.
@3:24 welcome to canada where words are restricted by threat of unemployment.
Critiques Canadian policy on speech restrictions while expressing concern about employment consequences.
gmunay420
Jan 27, 2026
That doesn't do anything . WEFCARNEY is racing Starmer for the bottom . The idiocy is real .
That doesn't do anything . WEFCARNEY is racing Starmer for the bottom . The idiocy is real .
Criticizes government leadership (Carney and Starmer) as ineffective and idiotic, focusing on policy failure rather than immigration specifically.
Policy Critique
0.80
jivetalker4208
Jan 3, 2026
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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