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
All you have to do is send someone there who is intelligent who can make proper negotiations. There is no war going on, but of course that makes you sound important.
All you have to do is send someone there who is intelligent who can make proper negotiations. There is no war going on, but of course that makes you sound important.
Critiques current approach to negotiations and suggests intelligent leadership as alternative, dismissing the severity of the situation.
@ThelWhitefeather
Mar 4, 2025
Canadian Government is ripping off there tax payers and Laundering money just like the Biden administration.. You guys need a guy like Trump to come in and drain the swamp just like here in the …
Canadian Government is ripping off there tax payers and Laundering money just like the Biden administration.. You guys need a guy like Trump to come in and drain the swamp just like here in the US. The corruption is deep... Trump can be rude and unhinged, sometimes but he gets shit done. Hope you Canadians get a Prime Minster that will cut fraud and taxes for you. That's where your real threat is.
Critiques Canadian government corruption and taxes while comparing to US situation and advocating for Trump-like leadership, includes unverified claims about government money laundering.
@goodoboytw
Mar 4, 2025
Friend and ally with Trump? Wake up peoples of the world!
Friend and ally with Trump? Wake up peoples of the world!
Challenges the framing of Trump as friend/ally, urging people to reconsider this characterization and implicitly calling for awareness/action.
@christianbecker7212
Mar 4, 2025
Government is also responsible for a lot
Government is also responsible for a lot
Brief statement assigning responsibility to government for immigration issues, though lacks elaboration.
Policy Critique
0.72
nicholasmellace1039
Feb 22, 2026
Don’t be a cry baby! Pay your fair share? ??????
Don’t be a cry baby! Pay your fair share? ??????
Dismissive criticism of complaint about fairness, suggesting others should pay their share without elaborating on specifics.
Policy Critique
0.72
@bertdamian9430
Mar 4, 2025
Hes screwing himself and his people. They will ruse up against him.
Hes screwing himself and his people. They will ruse up against him.
Criticizes a political leader's actions with an implicit warning of popular backlash, blending policy critique with threat language.
@MIKE2HANDS
Mar 4, 2025
Man shut up and stop acting like a Lil girl with your stupidity and pay your god dam bills... pay the tariffs and shut up.. and stop sleeping with zeleinsky he's filling your head with …
Man shut up and stop acting like a Lil girl with your stupidity and pay your god dam bills... pay the tariffs and shut up.. and stop sleeping with zeleinsky he's filling your head with nonsense.
Dismissive attack on government leadership regarding tariffs and foreign relations, combining policy criticism with personal insult.
@dromo5483
Mar 4, 2025
And nothing being done
And nothing being done
Brief criticism that government action is insufficient regarding the immigration issue discussed in the video.
Policy Critique
0.72
keiths5757
Jan 27, 2026
I agree many things, but not agreeing to “ not paying tax”, “not working hard” & “just cross the border illegally”, most new Brampton residents pay high taxes as most work at jobs and payroll …
I agree many things, but not agreeing to “ not paying tax”, “not working hard” & “just cross the border illegally”, most new Brampton residents pay high taxes as most work at jobs and payroll money comes after tax. Maybe minor fraction like (0.01%) might be working in cash not paying tax. It’s just their frustration speaking. Almost all Indian immigrants are not refugee that they come free to Canada and live in hotels for free. Indian immigrants are economic immigrants, who came here legally with investing big money and working in country and giving back. Most people in this video are confusing refugee with Indian immigrants. Indian immigrants don’t get any extra benefits than any other Canadians, even gets less or exploited by locals…
Defends Indian immigrants against stereotypes with specific claims about tax payment and legal status, while critiquing conflation of refugee and economic immigrant categories.
youtubeprime-r2t
Nov 25, 2025
TRUDEAU IS A DICTATOR!!!
TRUDEAU IS A DICTATOR!!!
Characterizes Trudeau as a dictator, combining authoritarian critique with alarmist framing.
@Mike-px8rc
Mar 4, 2025
Elon mask will f..yuk american and canadain economy \nDonald Trump is dangerous individual \nSo joe biden\nOnly presidnt was good for america was president obama
Elon mask will f..yuk american and canadain economy \nDonald Trump is dangerous individual \nSo joe biden\nOnly presidnt was good for america was president obama
Criticizes Trump, Elon Musk, and Biden's policies as economically harmful, with unverified claims about their impacts.
@zulkerhyder9510
Mar 4, 2025
The difference between trudeau and trump is that trump has a plan , We have nothing except a corrupt goverment under the wef agenda
The difference between trudeau and trump is that trump has a plan , We have nothing except a corrupt goverment under the wef agenda
Criticizes government as corrupt and lacking direction, with unsubstantiated reference to WEF agenda conspiracy.
@Baiasa13
Mar 5, 2025
Is that why you screw Americans that own Canadian land. Been doing that for years.
Is that why you screw Americans that own Canadian land. Been doing that for years.
Questions Canadian policy treatment of American land owners, implying criticism of discriminatory government practices.
@timmybHD
Mar 4, 2025
Canada should have stepped up and taken care of drugs without trump's stimulation ? weird
Canada should have stepped up and taken care of drugs without trump's stimulation ? weird
Critiques Canada's drug policy response while questioning whether Trump's involvement was necessary, combining skepticism with implicit policy analysis.
@TFPPttt
Mar 4, 2025
What a joke!!! What happened to this clown resigning??
What a joke!!! What happened to this clown resigning??
Criticizes Trudeau and questions why he hasn't resigned, dismissing him as incompetent.
Policy Critique
0.71
@Dtb-wi9tj
Mar 4, 2025
Ummm maybe we shouldn't trade with Canada at all
Ummm maybe we shouldn't trade with Canada at all
Suggests avoiding trade with Canada, framing it as a policy position with implicit call to action.
@roxannerego9830
Mar 4, 2025
Please explain to Governor Trudeau, of Canada, that when he puts on a Retaliatory Tariff on the U.S., our Reciprocal Tariff will immediately increase by a like amount!
Please explain to Governor Trudeau, of Canada, that when he puts on a Retaliatory Tariff on the U.S., our Reciprocal Tariff will immediately increase by a like amount!
Addresses tariff policy and retaliatory measures, critiquing the mechanics of trade policy.
Policy Critique
0.70
@pamelaodom8597
Mar 4, 2025
Protect your damn borders then there’s no problem. Idiot!!!
Protect your damn borders then there’s no problem. Idiot!!!
Vague criticism suggesting border protection as a solution to an unspecified problem, likely related to immigration policy.
Policy Critique
0.70
@charliesantiagojr9740
Mar 4, 2025
Donald is dumb he says..
Donald is dumb he says..
Brief criticism of Trump's intelligence regarding his statements or decisions.
Policy Critique
0.70
@FactsUncompromized
Mar 4, 2025
Mr. Trudeau mentions there's no drug problem, how can you say this. Fentanyl has been coming through your boarders. This Must stop. Your Ally who offers security for Canada should be respected . Our citizen's …
Mr. Trudeau mentions there's no drug problem, how can you say this. Fentanyl has been coming through your boarders. This Must stop. Your Ally who offers security for Canada should be respected . Our citizen's are dyeing. I stand with Our President and his Administration. Canada we love you , but enough is enough .
Criticizes government policy on drug control and border security while making specific claims about fentanyl and expressing alignment with Trump.
@joeesparza1883
Mar 4, 2025
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)