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
Canada didn’t break it ..the Liberal Party did.
Canada didn’t break it ..the Liberal Party did.
Attributes immigration problems to Liberal Party policy while implicitly distinguishing 'Canada' from the party responsible.
Kaiser-Soze
Jun 20, 2025
Trudeau wanted a lot of desperate and ignorant voters thus he imported the third world like an evil sack of sh*t.
Trudeau wanted a lot of desperate and ignorant voters thus he imported the third world like an evil sack of sh*t.
Attributes immigration policy to Trudeau's alleged motives (voter manipulation) without evidence, combining critique with unsubstantiated claims.
gtahackerhunter
Jun 20, 2025
Trudeau destroyed this beautiful country !
Trudeau destroyed this beautiful country !
Blames a political leader for national decline, combining policy criticism with nationalist sentiment about the country.
michelgrenier1878
Dec 5, 2025
If your claim was rejected you have to leave the country and try again the proper way
If your claim was rejected you have to leave the country and try again the proper way
Critiques immigration policy procedures and suggests proper legal pathways for rejected claims.
Policy Critique
0.80
terrysolet8
Feb 24, 2026
In Canada, Never say you are carrying a knife to protect yourself. It’s a multi tool or to open letters man. The wokeness has gone so far you cant even claim defense. 12:51
In Canada, Never say you are carrying a knife to protect yourself. It’s a multi tool or to open letters man. The wokeness has gone so far you cant even claim defense. 12:51
Critiques Canadian laws and regulations around self-defense claims, framing them as overly restrictive and attributing this to 'wokeness.'
Littlestjeffrey
Jan 27, 2026
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly racist. But on the other hand, so many woke types don’t even want to admit the problem. They also don’t want to talk about how the government is complicit.
Every nation has a right to define itself, and how much immigration it wants, and how that immigration happens. It is beyond ridiculous to not speak the primary language of the country you emigrate to. But why say weird shit like indians eat shit?? Or that 1.5 billion people are all the same?
The rationale behind early immigration was to be very tough and selective about who enters and lives here. They welcomed students because it brought in a lot of revenue so that’s a win-win, but to LIVE they had to prove they were an asset to the community. Now the whole thing is manipulated.
You don’t have proper vetting for the students because of fake colleges that just want to make money. You don’t have proper limits on immigration and criteria for jobs/skills because companies want to make money. Politicians just do whatever strategy gets votes.
But for some reason people either only get woke about the positives of Indian immigrants or only negative, sometimes racist about them.
It’s fair to acknowledge that rampant, unchecked immigration ruins the culture. Like Indian driving culture is fucking terrible. You don’t want to bring that shit over. You can also acknowledge that early immigrants and their kids are often completely American/Canadian, from their native language, accents, education, references etc. And that Indians are generally a low-crime, high-employment, high-tax-paying immigrant group. And we ALSO acknowledge that that’s changing because of the type/number of people coming in, and the financial and political incentives which support it. It causes valid resentment. These fucking human smuggling rings are real af. Wokies don’t ever talk about it. But I wish we could have this conversation without the racism.
Commenter provides nuanced critique of immigration policy implementation, vetting procedures, and government/corporate incentives while calling for balanced discourse.
jimmyadkdsd
Feb 26, 2026
Why should refugees get better health care than Canadian taxpayers? I'm referring to physio and vision care which are not free to Canadians. Emergency health care yes, anything else no. Especially charged criminals who then …
Why should refugees get better health care than Canadian taxpayers? I'm referring to physio and vision care which are not free to Canadians.
Emergency health care yes, anything else no. Especially charged criminals who then apply as refugees. How about the 35,000 'students' who want to overstay their visas.
Critiques government policy on refugee healthcare benefits relative to Canadian taxpayers and raises concerns about visa overstays.
RobertTorontoYYZ
Feb 25, 2026
If he REALLY wanted to make an impact he would stop the gas exports and other imports from the US.
If he REALLY wanted to make an impact he would stop the gas exports and other imports from the US.
Criticizes government policy effectiveness and implicitly calls for stronger economic measures against the US.
@shoottrue5115
Mar 4, 2025
Maybe with a new, and NOT Liberal, government, family breadwinners can earn enough so that Canadians can affort to have the children that will make it not so necessary to import workers. It wouldn't be …
Maybe with a new, and NOT Liberal, government, family breadwinners can earn enough so that Canadians can affort to have the children that will make it not so necessary to import workers. It wouldn't be so bad if immigrants (not all - I know) didn't bring all their frustrations and anger from their home with them into our society. Currently immigration causes way too much friction and divisivness in Canada. They bring their problems with them They need to solve those issues in their home countries. We don't need those problems to be faught here in our peaceful country.
Critiques immigration policy and wages while asserting Canadian identity and expressing concerns about cultural friction and social division caused by immigration.
Whistlewalk
Apr 14, 2025
Why is it a “crime”? What does temporary worker mean to you? This programme is to fill a temporary shortfall. This is the chance that you take. Wake up. We’re not stupid. Fed up.
Why is it a “crime”? What does temporary worker mean to you? This programme is to fill a temporary shortfall. This is the chance that you take. Wake up. We’re not stupid. Fed up.
Defends temporary worker program as legitimate policy while criticizing those who oppose it, combining policy justification with frustration at critics.
familyaltomare93
Nov 22, 2025
Immigration has been a joke for years took my wife 10 months to get PR in 2017 now she is a Canadian citizen contributing to Canada trudope and his morons let in a boatload of …
Immigration has been a joke for years took my wife 10 months to get PR in 2017 now she is a Canadian citizen contributing to Canada trudope and his morons let in a boatload of unskilled multiple children asylum seekers??? Who now drive brand new cars b3cause trudope pays for their rent the food etc and what do they do ? Door dash skip the dishes drivers they are a drag on society
BUT if u need a home care worker to look after our disabled people u can’t bring in foreigners, those agencies are in dire need of staff but trudope brings in door dash drivers thank god that drama queen resigned in disgrace
Combines personal experience (wife's PR process) with unsubstantiated claims about government subsidies for asylum seekers and criticism of immigration selection criteria.
bradstarcheski7507
Jun 20, 2025
Making friends out of enemies and enemies out of friends. Trump's more incompetent than I could've ever imagined.
Making friends out of enemies and enemies out of friends. Trump's more incompetent than I could've ever imagined.
Criticism of Trump's diplomatic approach and competence in foreign relations.
Policy Critique
0.80
@RobertKoeck-tn8uf
Mar 4, 2025
Trudeau is clip farming and playing heartstrings. The Canadian government profits from a reciprocal tariff deal.\n\nAmerica is trying to balance the budget, which is what Americans voted for.
Trudeau is clip farming and playing heartstrings. The Canadian government profits from a reciprocal tariff deal.\n\nAmerica is trying to balance the budget, which is what Americans voted for.
Critiques Canadian government motives ('clip farming') and presents unverified claim about profit from tariffs, while defending American policy.
@DJPKFIRE
Mar 4, 2025
No more refugees. They are fraud. Get them out.
No more refugees. They are fraud. Get them out.
Calls for ending refugee programs and makes unsubstantiated claim that refugees are fraudulent.
tedr1657
Nov 24, 2025
Where is all the Funds going? all the firing, all the job cuts .... TRUMP AND MUSK ARE SO CORRUPT!!!!
Where is all the Funds going? all the firing, all the job cuts .... TRUMP AND MUSK ARE SO CORRUPT!!!!
Questions government fund allocation and job cuts while making unsubstantiated corruption allegations against specific individuals.
@JamesBondzX
Mar 4, 2025
Mork Crony will likely make it far worse.
Mork Crony will likely make it far worse.
Expresses criticism that a political figure will worsen the situation, though vague in specifics.
Policy Critique
0.80
grandmufftwerkin9037
Jun 16, 2025
it did nothing.... and everyone came in. Nothing complex... but specifically over use of TFW and international student
it did nothing.... and everyone came in. Nothing complex... but specifically over use of TFW and international student
Critiques government policy effectiveness regarding TFW and international student programs, arguing the policy 'did nothing.'
Policy Critique
0.80
geistlingster
Jun 21, 2025
Funny I didn't hear this phony express his concern over American inflation when Biden tanked our energy policies and inflation ran to a record 9% within 18 months of him taking office. Maybe sit this …
Funny I didn't hear this phony express his concern over American inflation when Biden tanked our energy policies and inflation ran to a record 9% within 18 months of him taking office. Maybe sit this one out soy boy. We don't care what you have to say after what you did to your truckers
Criticizes Trudeau's credibility on inflation while referencing his COVID-era treatment of truckers, using sarcasm and personal insult.
@HD-Tech
Mar 4, 2025
That's right Ontario keep voting liberals .Good job. R u happy ?
That's right Ontario keep voting liberals .Good job. R u happy ?
Criticizes Ontario voters' electoral choices regarding Liberal governance, implying dissatisfaction with immigration-related policies.
sashastrong9995
Oct 5, 2025
So they implemented a plan to immigrate to Quebec for citizen ship, now they’ve taken it away? Bad form Quebec
So they implemented a plan to immigrate to Quebec for citizen ship, now they’ve taken it away? Bad form Quebec
Criticizes Quebec's immigration policy reversal as unfair and inconsistent, questioning the ethics of changing rules after attracting immigrants.
yournanna866
Nov 21, 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)