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
As Canadian citizens we want our money back , this was the liberal government’s irresponsibility that caused this , we should not have to pay for their irresponsibility. The Biden administration opened their borders to …
As Canadian citizens we want our money back , this was the liberal government’s irresponsibility that caused this , we should not have to pay for their irresponsibility. The Biden administration opened their borders to spite trumps wall and the Canadian liberal party followed the same policy.
Criticizes government policy decisions and fiscal responsibility, blaming liberal administration for immigration costs.
levigne25
Dec 25, 2025
Don't be fooled Canada has been using tariffs on American goods for decades, it's not new and this isn't some bold great leader doing the right thing. He's a baby stomping his feet because he …
Don't be fooled Canada has been using tariffs on American goods for decades, it's not new and this isn't some bold great leader doing the right thing. He's a baby stomping his feet because he wants to tariff America and not be taxed back. He's not a leader and he's not a man. He's a little boy doing tiny petty things. He was fine when the gravy train made him a profit, he's mad because the free money just ran out.
Critiques government tariff policy as hypocritical and petty, with personal attacks on leadership credibility and character.
@JohnnyStrannge
Mar 4, 2025
First time he's stepped up. I still do not want Liberals in power. It's a great speech but he's created some of the problems in Canada. He should have closed the border years ago and …
First time he's stepped up. I still do not want Liberals in power. It's a great speech but he's created some of the problems in Canada. He should have closed the border years ago and paid more for the military help.. Too little too late but he's finally protecting Canada! No Putin no takeover, not Trump!
Criticizes Trudeau's past policy decisions (border closure, military spending) while acknowledging current protective measures, framed as overdue action.
@lindamcarthur1407
Mar 4, 2025
THIS IS WHAT HAPPENS WHEN YOU VOTE LIBERAL
THIS IS WHAT HAPPENS WHEN YOU VOTE LIBERAL
All-caps statement blaming Liberal voting for immigration outcomes, framed as political accountability.
danlefebvre7563
Feb 18, 2026
The gravy train is done. But Justin thinks he is going to dazzle us with talk of fentanyl.
The gravy train is done. But Justin thinks he is going to dazzle us with talk of fentanyl.
Critiques government spending and suggests the leader is using distraction tactics rather than addressing real issues.
Policy Critique
0.82
@RTCIvory
Mar 4, 2025
I don’t believe anything that they are saying. And nobody should, until the visible evidence is proven, then when we all see in person day to day. The day that we can go through the …
I don’t believe anything that they are saying. And nobody should, until the visible evidence is proven, then when we all see in person day to day. The day that we can go through the process of ordering a coffee without having to have a translator, would be a good day.
Expresses distrust of government claims and cites observable concerns about language barriers in daily interactions, framing immigration as a credibility and integration issue.
michaelurban2815
Dec 30, 2025
Nice speech Mr Trudeau. Funny how politicians always start speaking truth only AFTER they decide to leave office ...... One of the best was Pres. Eisenhower's farewell speech and very apropos today.....
Nice speech Mr Trudeau. Funny how politicians always start speaking truth only AFTER they decide to leave office ...... One of the best was Pres. Eisenhower's farewell speech and very apropos today.....
Critiques politicians for speaking truth only after leaving office, comparing Trudeau to Eisenhower's farewell speech pattern.
@hempcrete6444
Mar 4, 2025
We asked for Canada to control the border, they did not. The tariff came after this request was denied. Canadians should be concerned about dangerous people coming through their country to get to the US. …
We asked for Canada to control the border, they did not. The tariff came after this request was denied. Canadians should be concerned about dangerous people coming through their country to get to the US. I hope your government shows more concern for your welfare as our president does for ours!???
Criticizes Canadian border policy as inadequate and justifies US tariffs as response, while expressing security concerns about border control.
@valerieroberts8241
Mar 4, 2025
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
Universal health care only works when the system is closed and everyone contributes to fund the health care. Thanks JT (/ends sarcasm)
Universal health care only works when the system is closed and everyone contributes to fund the health care. Thanks JT (/ends sarcasm)
Critiques healthcare policy sustainability while using sarcasm about the Prime Minister, blending policy analysis with satirical tone.
thelefteyeguy
Feb 25, 2026
This is what happens when Canada is too LAX on immigration policies and afraid of being labeled “racists” when the fraudsters themselves always use as a card if things don’t go their way. There is …
This is what happens when Canada is too LAX on immigration policies and afraid of being labeled “racists” when the fraudsters themselves always use as a card if things don’t go their way. There is a disturbing GENDER UNBALANCE in this panel considering Canada champions itself with “diversity” that includes gender.
Criticizes immigration policy as too lenient and accuses the government of avoiding 'racist' labels; also expresses concern about gender imbalance, mixing policy analysis with demographic anxiety.
USA-CANADA1480
Oct 3, 2025
Government of Canada is using housing to harass it's own citizens. The blue bloods are upset feudalism 1.0 ended. Now they're doing everything to uphold feudalism 2.0. The immigrants, deficit regressive inflation, excessive housing financialization …
Government of Canada is using housing to harass it's own citizens. The blue bloods are upset feudalism 1.0 ended. Now they're doing everything to uphold feudalism 2.0. The immigrants, deficit regressive inflation, excessive housing financialization etc.
Critiques government policy on housing and immigration while framing it as systemic exploitation tied to economic structures.
DigitalDividendDollar
Feb 26, 2026
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
We are not fools. Why should we in the U.S. continue to pay so much on YOUR tarrifs, and not recipricate? You think we are stupid?
We are not fools. Why should we in the U.S. continue to pay so much on YOUR tarrifs, and not recipricate? You think we are stupid?
Criticizes tariff policy as unfair and questions Canadian negotiating position relative to the U.S.
@jinniroe5002
Mar 4, 2025
Who will be paying tariffs? Trudeau? No. It’s us Canadian. For years this govt did nothing much to attract new business or grow economy.
Who will be paying tariffs? Trudeau? No. It’s us Canadian. For years this govt did nothing much to attract new business or grow economy.
Criticizes Canadian government's economic policy and business attraction efforts while noting tariff burden on citizens.
@kunjpatel3290
Mar 4, 2025
Yeah and we all know who is to blame for this. Justin Trudeau, Sean Frasier and Marc Miller. Funny how politicians in this country aren’t held responsible for the bad decisions they make that seriously …
Yeah and we all know who is to blame for this. Justin Trudeau, Sean Frasier and Marc Miller. Funny how politicians in this country aren’t held responsible for the bad decisions they make that seriously affect Canadian lives. Canadians have lost their homes and their jobs because of mass immigration.
Blames specific politicians for immigration policy failures and calls for accountability regarding job/housing losses.
CraigAnSi
Feb 8, 2026
Nice to hear an intelligent speech. Why destroy relationships with your closest allies and then cuddle up to Putin and Russia? The only thing that makes sense is that Trump wants to make the USA …
Nice to hear an intelligent speech. Why destroy relationships with your closest allies and then cuddle up to Putin and Russia? The only thing that makes sense is that Trump wants to make the USA like Russia. An oligarchy where the ultra-rich have all the money and control, and everyone else is poor and powerless.
Criticizes Trump's foreign policy decisions (relationships with allies, Russia) and implies moral concerns about oligarchy and inequality.
@denruby910
Mar 4, 2025
It’s simply too many people from one single area in one single country. Make immigration have its limits
It’s simply too many people from one single area in one single country. Make immigration have its limits
Argues for stricter immigration limits based on concentration concerns, framed as policy recommendation.
NoobNum1
Jan 27, 2026
Here's the whole problem/situation summarized: Canada has been getting treated like it's a vacation resort rather than a country. And yeah, it doesn't entirely matter who exactly is treating it this way. Those who move …
Here's the whole problem/situation summarized: Canada has been getting treated like it's a vacation resort rather than a country.
And yeah, it doesn't entirely matter who exactly is treating it this way. Those who move to and those that live in have been doing this. Which is unfortunate, it's supposed to be far better than this but peace has made people delusional in a way and started to treat Canada like a resort for their early retirement. While trying to act like they AREN'T retirees.
Critiques Canadian immigration policy as treating the country like a resort, with identity framing about who belongs and how the country should be treated.
FreshPrinceofWar
Sep 8, 2025
They're not stupid. If a first-world country offers you guarantees just for living there and having children, who would be foolish enough to say "No"? The problem isn't them; the problem is the government for …
They're not stupid. If a first-world country offers you guarantees just for living there and having children, who would be foolish enough to say "No"?
The problem isn't them; the problem is the government for allowing their culture to be replaced in order to get quick results.
Critiques government policy for enabling immigration while framing it as cultural replacement, blending policy analysis with identity concerns.
naturalformation
Jan 28, 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)