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
Carney liberals have already voted against a conservative bill that would ban extortion convicts from claiming refugee status to avoid deportation. These guys ain't going anywhere. In fact, they're getting better health care coverage than …
Carney liberals have already voted against a conservative bill that would ban extortion convicts from claiming refugee status to avoid deportation. These guys ain't going anywhere. In fact, they're getting better health care coverage than the average Canadian tax payer
Criticizes Liberal voting record on refugee/deportation policy and claims inequitable treatment of immigrants versus citizens.
punjabigrandma
Feb 18, 2026
That MF Trudeau should be in god damn jail!! He did this to our Canada. I hope we become the 51st state immediately and ICE clears all this riff raff out of here!
That MF Trudeau should be in god damn jail!! He did this to our Canada. I hope we become the 51st state immediately and ICE clears all this riff raff out of here!
Blames Prime Minister Trudeau for immigration policy and calls for extreme action (annexation, deportation), combining criticism with mobilization.
gunit6815
Feb 4, 2026
Citizens are NOT divided on the topic just temporary residents and the people who profit off their cheap labour
Citizens are NOT divided on the topic just temporary residents and the people who profit off their cheap labour
Critiques the framing of public division while highlighting economic exploitation of temporary residents.
Charanbee3269
Feb 12, 2026
In your next video don't forget to mention how businesses (small & large) get incentives via government subsidies to hire immigrants. Teenagers and uni students born here can't find jobs at fast food places anymore …
In your next video don't forget to mention how businesses (small & large) get incentives via government subsidies to hire immigrants. Teenagers and uni students born here can't find jobs at fast food places anymore because those places are full of people who barely speak the language.
Critiques government subsidies for hiring immigrants and argues this policy disadvantages Canadian-born youth in the job market.
ColdFridge1
Sep 19, 2025
F Trudeau, he's ruined this country for the last 9yrs. He's the reason we can't survive the tariffs because he taxes the canadian citizens far more than any other country.
F Trudeau, he's ruined this country for the last 9yrs. He's the reason we can't survive the tariffs because he taxes the canadian citizens far more than any other country.
Criticizes Trudeau's tax policies as damaging Canada's economic resilience compared to other nations.
@38brandon38
Mar 5, 2025
Trudeau is using this Tariff war as a political opportunity to act tough. This action will cost Canadians dearly.
Trudeau is using this Tariff war as a political opportunity to act tough. This action will cost Canadians dearly.
Critiques Trudeau's tariff response as politically motivated theater that will harm Canadian citizens economically.
@Jimteger
Mar 4, 2025
Definitely not high enough. Also, get rid of the foreign pilots flying our planes while operators fire pilots that were born and raised in Canada. A certain Air Ambulance operation in Sioux Lookout is guilty …
Definitely not high enough. Also, get rid of the foreign pilots flying our planes while operators fire pilots that were born and raised in Canada. A certain Air Ambulance operation in Sioux Lookout is guilty of this nonsense.
Critiques deportation insufficiency and employment practices favoring foreign workers over Canadian-born pilots, combining labor and national preference concerns.
donmiester45
Dec 25, 2025
Fact: Pierre Poilievre can't fix what he is complaining about.
Fact: Pierre Poilievre can't fix what he is complaining about.
Critiques a political figure's ability to address the immigration issues he publicly complains about.
Policy Critique
0.82
renjennidway3881
Feb 24, 2026
Oof, what a wiener. Trudeau has sold his country out. We dont care about your tariffs. You will feel this pal.
Oof, what a wiener. Trudeau has sold his country out. We dont care about your tariffs. You will feel this pal.
Criticizes Trudeau's policies and governance while warning of consequences, with implicit call to resistance.
@rhyansimmons2691
Mar 4, 2025
The only asylum claims canada should be accepting are american since thats the only country we border.
The only asylum claims canada should be accepting are american since thats the only country we border.
Argues for restrictive asylum policy based on geographic borders, implying other countries' claims should not be accepted.
billybongthorton420
Feb 24, 2026
By voting for the Liberal Party, Canadians finally got what they wanted. They deserved it.
By voting for the Liberal Party, Canadians finally got what they wanted. They deserved it.
Criticizes the Liberal Party's policies as responsible for negative outcomes, implying Canadians bear responsibility for their electoral choices.
間宮レナ
Jan 29, 2026
Canada wanted cheap labour and when the cheap labours are here they now need class. Remember you needed "cheap" labour in the first place.
Canada wanted cheap labour and when the cheap labours are here they now need class. Remember you needed "cheap" labour in the first place.
Critiques Canada's immigration policy for recruiting cheap labor while later imposing higher standards on immigrant workers.
TheRamnath007
Jan 28, 2026
Just lower your tariffs on all products coming from America, we have reciprocal tariffs and will lower ours. This is nonsense from Trudeau, costing everyone money to show an example. It’s so easy to solve …
Just lower your tariffs on all products coming from America, we have reciprocal tariffs and will lower ours. This is nonsense from Trudeau, costing everyone money to show an example. It’s so easy to solve but he just wants trump to fail
Critiques Trudeau's tariff policy as economically harmful and suggests a simpler solution exists.
@Reviewchiller
Mar 4, 2025
Québecois here. I cant wait for the AI french audio track to send this to my father. I keep telling him about how Canada is f***ed by immigration just like France and UK but he …
Québecois here. I cant wait for the AI french audio track to send this to my father. I keep telling him about how Canada is f***ed by immigration just like France and UK but he dont believe me. I explain to him that's because of the 101 law that make difficult for non-french speaker to come in Québec. Almost like a law for the preservation of the language and culture is a good thing.
Discusses Quebec's language preservation law (Bill 101) as immigration policy, comparing Canada's situation to France and UK, arguing restrictive policies are beneficial.
KouteauBro
Jan 29, 2026
a 1.3 billion dollar waste of money for extra border security. We did this to appease the unappeasable. He never intended to stop the tariffs, he just wanted us to spend out money. He's trying …
a 1.3 billion dollar waste of money for extra border security. We did this to appease the unappeasable. He never intended to stop the tariffs, he just wanted us to spend out money. He's trying to bankrupt Canada. STOP SPENDING OUR MONEY ON TRUMPS DESIGNS. Remember WE the public are paying for this, THEY (our governments/the Upper Class) are benefiting. As Trump crashes the markets, who do you think is buying it up, think about it.
Criticizes government spending on border security as wasteful appeasement, with a call to stop the spending and awareness-raising about class inequality.
@wyzeazz
Mar 4, 2025
Women like Vassey, is why we have problems with immigration. They want & do everything they can for non Canadians to get everything free!
Women like Vassey, is why we have problems with immigration. They want & do everything they can for non Canadians to get everything free!
Criticizes a named politician's immigration stance while using gendered framing to suggest preferential treatment for non-Canadians.
jccarriere3719
Feb 24, 2026
Paula Newton uses the wrong word.....this was NOT anti-Americanism. He was saying the opposite-----and that Americans were the victims of their government as well.
Paula Newton uses the wrong word.....this was NOT anti-Americanism. He was saying the opposite-----and that Americans were the victims of their government as well.
Critiques media framing of Trudeau's statement while defending his actual message about shared victimization under poor leadership.
@vickiesims1600
Mar 4, 2025
Another utterly racist hit piece. All cultures change over time, deal with it
Another utterly racist hit piece. All cultures change over time, deal with it
Criticizes the video as biased reporting while asserting that cultural change is inevitable and should be accepted.
Policy Critique
0.82
nutronhammernutronhammer
Sep 19, 2025
Gary Anandasangaree does not know his file either. Carney does not care. There are too many liberal ministers that do not know their files!!!!
Gary Anandasangaree does not know his file either. Carney does not care. There are too many liberal ministers that do not know their files!!!!
Criticizes multiple Liberal ministers for lack of competence and knowledge of their portfolios.
Policy Critique
0.82
Kimmer4761
Feb 27, 2026
Thank you for this video - I've been doing a deep dive on this exact issue on my channel - and to answer the 'why', I think it's precisely as you said - it adds …
Thank you for this video - I've been doing a deep dive on this exact issue on my channel - and to answer the 'why', I think it's precisely as you said - it adds billions to the economy. The challenge the govt didn't think about is social cohesion.
The commenter acknowledges immigration's economic benefits while critiquing government policy for failing to address social cohesion challenges alongside economic gains.
Christopher_Balkaran
Dec 20, 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
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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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