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
Search & Filter
Policy Critique
5,980 comments
we need to start rounding up all those illegal italians who came here in the 60's and 70's and had illegal children. I have a Italian neighbour who has been here 50 years and still …
we need to start rounding up all those illegal italians who came here in the 60's and 70's and had illegal children. I have a Italian neighbour who has been here 50 years and still can't speak a word of English. they fucked this country hard.
Critiques historical immigration enforcement while making claims about Italian immigrants' integration, blending policy complaint with identity-based grievance.
MikeDancy
Jan 27, 2026
12:43 difference between human trafficking and human smuggling. Bringing someone across the border with consent is not trafficking.
12:43 difference between human trafficking and human smuggling. Bringing someone across the border with consent is not trafficking.
Provides a factual clarification about legal definitions (trafficking vs. smuggling) while implicitly critiquing the video's framing of the issue.
Past_Tense154
Jan 27, 2026
The name should tell these people everything. It was TEMPORARY, it ended, time to go home. Canada owes them nothing. Why is that so hard to understand and why these immigration lawyers have a problem …
The name should tell these people everything. It was TEMPORARY, it ended, time to go home. Canada owes them nothing. Why is that so hard to understand and why these immigration lawyers have a problem following the law?
Argues that temporary visa programs should be enforced as written and criticizes immigration lawyers for challenging the law.
Alexa-777-u9d
Jan 15, 2026
I know! tax climate then send billions to other countries. That should solve it.
I know! tax climate then send billions to other countries. That should solve it.
Sarcastic criticism of government taxation and foreign aid spending priorities.
zra865
Jan 14, 2026
This reads like Soviet news. All reports are glorious, nothing to admit is broken
This reads like Soviet news. All reports are glorious, nothing to admit is broken
Criticism of government reporting as propaganda, comparing Canada to Soviet-style state media.
KZAV8
Jan 14, 2026
Liberal corruption is endless. The mainstream media will continue to publish and support false facts while protecting Liberal optics.
Liberal corruption is endless. The mainstream media will continue to publish and support false facts while protecting Liberal optics.
Attacks government and media credibility with unsubstantiated claims about corruption and false reporting.
SofaMediaYouTube
Jan 15, 2026
Crooked govermwnt stealing from Canadians
Crooked govermwnt stealing from Canadians
Accuses government of corruption and theft, combining policy criticism with moral condemnation.
chrisandvanessaricher6710
Jan 12, 2026
Will never happen. The Liberals will never be able to find where these 2.9 million people are. And if the do find any of them, they will not deport them. Creating stricter policies, is just …
Will never happen.
The Liberals will never be able to find where these 2.9 million people are. And if the do find any of them, they will not deport them.
Creating stricter policies, is just "virtue signalling" to pretend they care. In reality they will not be enforcing these policies.
Criticizes government enforcement capacity and accuses Liberals of insincerity, with unsubstantiated claims about non-enforcement.
Sophie-go3ql
Jan 15, 2026
PEOPLE AMUST ENTER LEAGALLY AT PORT ENTRY WHEREVER THEY GO. THAT'S IT
PEOPLE AMUST ENTER LEAGALLY AT PORT ENTRY WHEREVER THEY GO. THAT'S IT
Advocates for strict legal entry requirements at official ports, critiquing current immigration procedures.
HOĐATKHO
Feb 12, 2026
Non-Permanent Residents (NPRs)—which include work permit holders, international students, and asylum claimants—account for approximately 5.6% to 5.8% of Alberta's total population. Just 5.8% !!! Even you get all of them out, can you fix Alberta …
Non-Permanent Residents (NPRs)—which include work permit holders, international students, and asylum claimants—account for approximately 5.6% to 5.8% of Alberta's total population. Just 5.8% !!! Even you get all of them out, can you fix Alberta problem? The oil industry is already a sunset industry; if they can't manage the economy well, they'll just look for excuses. Referendum is just an excuse.
Provides statistical data to argue that NPRs are a minor population percentage and that blaming immigrants for Alberta's problems is scapegoating when structural economic issues exist.
@Franklin2027a
Feb 20, 2026
Why the bring people to canada, and not control them?
Why the bring people to canada, and not control them?
Rhetorical question implicitly criticizing government policy for admitting immigrants without adequate oversight or integration controls.
jaberhassan7916
Jan 27, 2026
What do we think about it? I've heard words that are not in any dictionary. Yet, they are understood in their intent. There are too many that are far too ignorant. Those, give them all …
What do we think about it?
I've heard words that are not in any dictionary. Yet, they are understood in their intent.
There are too many that are far too ignorant. Those, give them all a bad rep.
I don't blame them for being here, except those that don't leave when required. However, the government knew it would be a problem with the numbers allowed; lack of resources to ensure they were sent packing when their time expired.
It should be codified in law that if you do nkmot leave, your entire family, including extended family gets the boot.
Critique of government immigration policy for admitting excessive numbers without enforcement mechanisms, proposing punitive legal solutions.
LargestFamilyInCanada
Jan 27, 2026
This video is very sugar-coated - it's kinda bad, ngl I feel like my city lost its tradition and fell further to poverty, and it's so so so hard to get employed
This video is very sugar-coated - it's kinda bad, ngl I feel like my city lost its tradition and fell further to poverty, and it's so so so hard to get employed
Critiques the video's framing as misleading while sharing personal experience of negative local impacts from immigration.
Tdawg4515
Jan 28, 2026
12:53 "bought a knife at the gas station to protect myself" You've got to say you have it for work or something, Canadians are not allowed to protect themselves with anything but a whistle or …
12:53 "bought a knife at the gas station to protect myself" You've got to say you have it for work or something, Canadians are not allowed to protect themselves with anything but a whistle or screaming while they wait for 911 to send someone.
Criticizes Canadian self-defense laws and regulations, expressing concern about personal safety and government restrictions.
BigDaddyPuffA-lot
Jan 28, 2026
She's not allowed to tell the truth because she's a city worker... Shocking.n
She's not allowed to tell the truth because she's a city worker... Shocking.n
Critiques institutional constraints preventing honest public discourse on immigration.
Policy Critique
0.80
HarveyDarvey1122
Jan 27, 2026
The United States government should be harshly criticizing Canada's immigration standards.
The United States government should be harshly criticizing Canada's immigration standards.
Calls for external criticism of Canada's immigration policy standards, framing it as a governance issue.
gtahackerhunter
Jan 27, 2026
Not just brown town in Brampton it’s all over. Worst thing man is they are training ppl in Punjab at the local stores. Train ppl in English or French it’s Canada. I find it ignorant …
Not just brown town in Brampton it’s all over. Worst thing man is they are training ppl in Punjab at the local stores. Train ppl in English or French it’s Canada. I find it ignorant to train ppl in a language that Canadians don’t use. I go into Tim Hortons in a small town and they barely know English. Ask for cream get sugar everytime man. the culture sometimes is rude and short with ppl. Too many apartments and rentals are putting student immigrants first instead of Canada students. The driving is unreal saw immigrants driving in the middle of the road!! Like wtf. It’s out of control.
Extended critique of immigration practices, language training policies, housing allocation, and driving behavior, with underlying cultural anxiety.
SD-fl8zl
Jan 27, 2026
Big slap 👋 to this immigration lawyer who wants to warm his pockets at expense of Canadians Canadians will be very happy when Cbsa officers will act as ice and remove illegal aliens
Big slap 👋 to this immigration lawyer who wants to warm his pockets at expense of Canadians
Canadians will be very happy when Cbsa officers will act as ice and remove illegal aliens
Criticizes immigration lawyer and advocates for stricter enforcement, combining critique with implicit call for action.
bilalbashir
Jan 16, 2026
blaming the people for the failure of your government is diabolical
blaming the people for the failure of your government is diabolical
Critiques government responsibility for immigration outcomes rather than blaming immigrants themselves, framing it as a policy failure.
whydoitellyou-km4ct
Jan 27, 2026
That knife he bought at the gas station for self defence is actually illegal in canada which is the funny part, good luck if you actually had to use it youd be in jail or …
That knife he bought at the gas station for self defence is actually illegal in canada which is the funny part, good luck if you actually had to use it youd be in jail or bled dry in lawyer fees lmao
Critiques Canadian weapons laws as overly restrictive while using humor to highlight the irony.
animeiphone8510
Jan 27, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)