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
its not the Punjabi people that are the problem or Indians in general its the uneducated they let in for no apparent reason without proper vetting if you cant speak properly and express proper immigrant …
its not the Punjabi people that are the problem or Indians in general its the uneducated they let in for no apparent reason without proper vetting if you cant speak properly and express proper immigrant values you should not be aloud in PERIOD. Canadian born Punjabi even we see it its not everyone but were getting a bad rap cause of stupidly
Critiques immigration vetting procedures and selection criteria while asserting insider perspective as a Canadian-born Punjabi person.
UnRivaledFTW
Jan 27, 2026
11 years of open border policies by the liberal regime
11 years of open border policies by the liberal regime
Critiques Liberal government's immigration policies as excessively open, framed through partisan political lens.
rafial81
Jan 5, 2026
Guy on the bike😂 no but fr our governments are failing us
Guy on the bike😂 no but fr our governments are failing us
Uses humor to critique government failure, with the joke serving as vehicle for policy criticism.
SkyPow2112
Jan 27, 2026
Courage to report on this topic. But you missed the point. The failure is Liberal politics on mass immigration not the Indians being a culprit. Oliviera come from Ireland then you can go in history …
Courage to report on this topic. But you missed the point. The failure is Liberal politics on mass immigration not the Indians being a culprit. Oliviera come from Ireland then you can go in history and see Irish immigrants.
Critiques Liberal immigration policy as the root cause while using historical comparison to Irish immigration to contextualize the issue.
amanjitduggalcanada
Jan 27, 2026
What a joke. The Liberals hard at work destroying this country.
What a joke. The Liberals hard at work destroying this country.
Dismissive criticism of Liberal government policy framed as destructive to the country.
Policy Critique
0.80
JB13-x3z
Jan 5, 2026
Just another day in Trudeau's Canada. This guy really screwed our country
Just another day in Trudeau's Canada.
This guy really screwed our country
Blames a specific political leader for national problems, framing immigration as a policy failure while invoking national identity concerns.
alexpereira6528
Jan 5, 2026
Canada need put a fence the same like the USA have with Mexico.
Canada need put a fence the same like the USA have with Mexico.
Advocates for stricter border control policies by comparing Canada's approach to the USA's border fence.
donaldsantos5247
Jan 5, 2026
mass immigration is the way of the far left.
mass immigration is the way of the far left.
Frames mass immigration as a partisan political policy associated with the left, critiquing government approach.
rustyshackleford2934
Jan 27, 2026
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
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
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
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
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
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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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Discourse Quality (Perspective API)