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 lost him at.. 3:10 "New canadians pay no taxes" This is how the far right kills a dog by labeling it a mad dog. Either these people are so brainwashed or making up lies …
I lost him at.. 3:10 "New canadians pay no taxes" This is how the far right kills a dog by labeling it a mad dog. Either these people are so brainwashed or making up lies to have their way. They don't deliberately sell among themselves, the newcomers gravitate to areas where there are people of their own ethnicities. Cultural enclaves existed for centuries. Commercial-broadway area in Vancouver is full of Italians and greeks, Richmond and Burnaby are asians mostly chinese, some pockets in Toronto downtown have heavy middle eastern and african presence. You are selectively targeting the Indians because of your inherent prejudice. Also Assimilation is a 2 way street. There are so many people who are trying to make friends with other cultures especially white but they say they don't show as much love and openness as we do. You can't say "they don't assimilate" when you yourself don't allow them near you.
Critiques the video's claims as misinformation and 'far right' rhetoric, defends immigrant behavior through historical context of ethnic enclaves, and argues assimilation is bidirectional.
lantherpagdi
Sep 19, 2025
Trudeau is crushing us with carbon taxes which is hurting us bigtime and now if he retaliatory tariffs that's going to hurt Canadians more, He's clueless..
Trudeau is crushing us with carbon taxes which is hurting us bigtime and now if he retaliatory tariffs that's going to hurt Canadians more, He's clueless..
Criticizes Trudeau's carbon tax and tariff policies as harmful to Canadians, combining policy and economic concerns.
@fonhollohan2908
Mar 4, 2025
Accountability should fall on the Government of Canada. They stopped screening properly. There used to be a point system that determined who could immigrate, and it actually worked. I’m of Pakistani descent, born and raised …
Accountability should fall on the Government of Canada. They stopped screening properly. There used to be a point system that determined who could immigrate, and it actually worked. I’m of Pakistani descent, born and raised here, and when I’m in Brampton and walk into a Circle K, people start speaking to me in Hindi or Punjabi right away — it’s a trip.
At the same time, I’m not saying everyone coming is bad. A lot of international students and new immigrants are hardworking people who want to build a better life. But plenty are also gaming the system. The real issue is that Canada messed up by letting in too many at once, with no structure to help them assimilate. When there’s no integration, no surprise people just act like they’re back home.
Detailed critique of government screening and integration policies, supported by personal experience and acknowledgment of nuance.
AliKhan-cj3ee
Sep 21, 2025
You suspend the parliament… copy everything from the opposition leader, and do the cut and paste into your speech. \n\nHow can Canada still have you as a legitimate Prime Minister at this moment?\n\nThe reason you …
You suspend the parliament… copy everything from the opposition leader, and do the cut and paste into your speech. \n\nHow can Canada still have you as a legitimate Prime Minister at this moment?\n\nThe reason you are there to speak at this toned is because you know that you are not going to be elected next, and this is your dying moment and you try to be bold and a hero. \n\nShame on you … shame on you.
Accuses Trudeau of plagiarism, suspending parliament, and acting out of desperation; combines procedural criticism with moral condemnation of his legitimacy.
@yapcheesing
Mar 4, 2025
DT thinks he is controlling a business company, not a country! I stand with my country: Canada.
DT thinks he is controlling a business company, not a country! I stand with my country: Canada.
Criticizes Trump's governing approach as inappropriate for a nation while asserting Canadian national loyalty.
@boramawi
Mar 4, 2025
Why is this clown talking when he’s done in Canada? Needs to crawl under a rock absolutely embarrassing
Why is this clown talking when he’s done in Canada? Needs to crawl under a rock absolutely embarrassing
Direct criticism of the Prime Minister's legitimacy and competence, questioning why he is still in office.
Policy Critique
0.88
@Calcio18
Mar 4, 2025
What a disgrace these people do not know where these students are
What a disgrace these people do not know where these students are
Expresses disapproval of government's inability to track missing students, criticizing institutional competence.
Policy Critique
0.88
dhirenpydiah9912
Sep 29, 2025
Why are asylum claimants getting health care benefits that tax paying Canadians don’t get? Whether they are bogus claimants or not
Why are asylum claimants getting health care benefits that tax paying Canadians don’t get? Whether they are bogus claimants or not
Questions government policy on health care benefits for asylum claimants versus taxpayers, combining policy analysis with economic fairness concerns.
hildaharkin
Feb 23, 2026
This shit is trumps doing, not the American ppl!!!
This shit is trumps doing, not the American ppl!!!
Attributes responsibility for a policy problem to Trump while distancing the American people from blame, a direct policy critique.
Policy Critique
0.88
@pedrobodean3179
Mar 4, 2025
If an individual has been found to have a bogus claim, then deport them. If Visas have expired then then they should not be allowed to claim asylum and they should be deported. Non citizens …
If an individual has been found to have a bogus claim, then deport them. If Visas have expired then then they should not be allowed to claim asylum and they should be deported. Non citizens who have been criminally charged should be deported. The process is in place, it just needs to be adhered to.
Proposes specific policy solutions for handling fraudulent claims, expired visas, and criminal non-citizens, critiquing enforcement rather than policy existence.
Policy Critique
0.88
jds1616
Feb 23, 2026
Good Luck with that! I mean, what's new? You've had a tariff on the US forever now. Next time Trudeau, you need to grow a set of balls and speak with the president. Don't address …
Good Luck with that! I mean, what's new? You've had a tariff on the US forever now. Next time Trudeau, you need to grow a set of balls and speak with the president. Don't address the US. Address the president of the United States in person, or at the very least the phone call. Congrats, you just screwed over the Canadian people. So again what's new?
Criticizes Trudeau's handling of tariffs and diplomatic approach, arguing he failed to adequately represent Canadian interests.
@clintbell3574
Mar 4, 2025
If our universities cannot financially survive without immigrants tuition money then I propose we shut down all universities.
If our universities cannot financially survive without immigrants tuition money then I propose we shut down all universities.
Critiques the reliance of Canadian universities on international student tuition revenue and proposes an alternative policy solution.
Policy Critique
0.88
Rickristian
Sep 28, 2025
From Camada\nHe leads the most corrupt government we have ever had.\nHe is complete narcissistic lying Sweer talker.\nOver 35 members of the party have left and are not seeking re-election.\nWe have the lowest dollar strength, doubled …
From Camada\nHe leads the most corrupt government we have ever had.\nHe is complete narcissistic lying Sweer talker.\nOver 35 members of the party have left and are not seeking re-election.\nWe have the lowest dollar strength, doubled housing cost, high inflation.\nHe has added a carbon tax which makes everything more expensive and is raised every years. \nThey called a snap election during the pandemic and have given them s over 6 raises from 2020 to 2025.\nAlmost 80% over the country wanted an election and a large number of his party members wanted him to step down.\nSince then he has prorogued parliament for their own interest while intending to resign and find a new part leader.\nWhen citizens from his own country rebelled and protested against his authoritarian overreaching governance he froze thie bank accounts and call an emergency and had them removed.\nWe have the highest number of homeless we have ever had.\nTax payers pay for drug addicts safe supply.\nAnd on and on.
Comprehensive critique of government leadership and policies with specific examples of economic impacts (housing, inflation, taxes) and governance failures.
@freesince-yc1be
Mar 4, 2025
this is so bad all over the world. imigration must have a limit of 10%, and dont give free passport to kids born there. just right to stay and work, at first crime deported. zero …
this is so bad all over the world. imigration must have a limit of 10%, and dont give free passport to kids born there. just right to stay and work, at first crime deported. zero free money.
Proposes restrictive immigration policy limits and critiques welfare provisions for immigrants and their children.
sebastianconstantin5176
Jan 27, 2026
This is very pathetic. Entering and staying in Canada by submitting fraudulent documents is crime. Government should take strict action.
This is very pathetic. Entering and staying in Canada by submitting fraudulent documents is crime. Government should take strict action.
Criticizes government enforcement of immigration fraud and calls for stricter action on document falsification.
ravishinghomes1
Oct 1, 2025
There is literally zero transparency ever with anything period.
There is literally zero transparency ever with anything period.
Criticizes government lack of transparency in immigration processes and administration.
Policy Critique
0.88
Fksjfj49258
Sep 30, 2025
Why are we insulting Russia. Russia should be our trade partner. Yet, we support Israel. Disgusting. I agree with the tariff stance, but the whole Russia and China criticism is rooted in Canada's relationship with …
Why are we insulting Russia. Russia should be our trade partner. Yet, we support Israel. Disgusting. I agree with the tariff stance, but the whole Russia and China criticism is rooted in Canada's relationship with the US. They're enemy was our enemy. Smart'n up Trudeau.
Critiques Canada's foreign policy alignment with the US regarding Russia and China, framing it as dependent rather than independent decision-making.
@JioDeyoung69
Mar 4, 2025
Bottom line, is that if you are a fake student, you should be removed from the country and barred from return for life.
Bottom line, is that if you are a fake student, you should be removed from the country and barred from return for life.
Advocates for stricter enforcement and penalties against fraudulent international students, critiquing current policy.
Policy Critique
0.88
missynorris2055
Sep 30, 2025
Our liberal government has turned Canada into a train wreck laughing stock.
Our liberal government has turned Canada into a train wreck laughing stock.
Criticizes the Liberal government's policies as having damaged Canada's reputation and governance.
Policy Critique
0.88
hothatch1520
Oct 1, 2025
The liberals do not want to deport them!
The liberals do not want to deport them!
Criticizes Liberal government policy on deportation of immigrants.
Policy Critique
0.88
@enchantedape8180
Feb 22, 2026
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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)