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
If he makes a big deal out of a federal terriff he's just probably trying to stir some propaganda
If he makes a big deal out of a federal terriff he's just probably trying to stir some propaganda
Skepticism about tariff policy framed as propaganda without substantiating evidence.
@xfxstinkiexfx
Mar 4, 2025
This is bad. ?
This is bad. ?
Brief negative assessment of policy without elaboration; expresses disapproval of government action.
Policy Critique
0.75
@RealHumbleOne
Mar 4, 2025
Lol...?...the whiney Justin is digging Canada a deep grave
Lol...?...the whiney Justin is digging Canada a deep grave
Criticism of Prime Minister Trudeau's leadership with sarcastic tone, suggesting his policies are damaging Canada.
@TimeToTravel-u2x
Mar 4, 2025
Why is Justin Trudeau lying..Dopey Don is not a smart guy…I know you have to stroke his ego..but that is a bridge too far…Sir..
Why is Justin Trudeau lying..Dopey Don is not a smart guy…I know you have to stroke his ego..but that is a bridge too far…Sir..
Criticizes political figures for dishonesty and ego-stroking behavior, blending critique of personal conduct with implied policy concerns.
@gailm.4324
Mar 4, 2025
Justine is scared and making his own word salad… just join the USA it’s simple
Justine is scared and making his own word salad… just join the USA it’s simple
Criticizes Trudeau's communication and suggests Canada should merge with the USA, combining policy critique with national identity framing.
@jeremytruett4057
Mar 4, 2025
Jerk off they been charging 25 since bill Clinton
Jerk off they been charging 25 since bill Clinton
Criticizes long-standing government policy on charges/fees, attributing it to multiple administrations dating back to Clinton.
Policy Critique
0.75
@gopissoff
Mar 4, 2025
Hey Canada/Trudeau if you don’t want the tariffs from President Trump then remove your limiting factors on American goods to equal the playing field! Maybe these tariffs and our President may finally get you to …
Hey Canada/Trudeau if you don’t want the tariffs from President Trump then remove your limiting factors on American goods to equal the playing field! Maybe these tariffs and our President may finally get you to allow into Canada as much as we do into the USA! Trying to play a game of tariff against President Trump will not do Canadians any good. This is part of the reason you won’t be the tyrant dictator you once enjoyed being. Not to mention the Canadian government should be doing a lot better on stopping the cartels and their POS fentanyl from coming into their country as well as across into the US!
Commenter critiques Canadian trade policy and border security while comparing US-Canada trade imbalances and calling for policy changes.
@skihaven73
Mar 4, 2025
The word is Trump is trying to force Mexico and Canada to sign a blanket tariff against Mexico and these tariffs are his way to muscle them to join US.
The word is Trump is trying to force Mexico and Canada to sign a blanket tariff against Mexico and these tariffs are his way to muscle them to join US.
Presents a specific claim about Trump's tariff strategy as coercion, mixing factual assertion with political analysis.
@ericsummers1230
Mar 4, 2025
Trudeau took all of its citizens guns, even though he promised he wouldn’t . Who is the scumbag here?
Trudeau took all of its citizens guns, even though he promised he wouldn’t . Who is the scumbag here?
Criticizes Trudeau's gun policy as a broken promise, with an unverified claim about the promise itself and a personal attack.
@jeremiahmeraz9298
Mar 4, 2025
Too late and too little, Justin.\nI hope those tarrifs are part of a big game. They won't be forever, but we will see what Tramp will ask from Canada instead of them.
Too late and too little, Justin.\nI hope those tarrifs are part of a big game. They won't be forever, but we will see what Tramp will ask from Canada instead of them.
Commenter critiques government response as insufficient while questioning whether tariffs are temporary and speculating about hidden demands.
@vitalit68
Mar 4, 2025
Canadians are already crying thats why this guy resigned. I dont know what will chage for them as a result of tariff. Economy is bad, inflation is high and people cannot make their ends meet. …
Canadians are already crying thats why this guy resigned. I dont know what will chage for them as a result of tariff. Economy is bad, inflation is high and people cannot make their ends meet. So stop this useless rant and get on with your lives, and do what is necessary to make Canada great again.
Critiques Canadian leadership and economic conditions while dismissing current political rhetoric as ineffective given broader economic problems.
@AWM2099
Mar 4, 2025
This fool does not even know how to pick sides. He has picked up a fight with India and the US while supporting a beggar, Zelensky, who has nothing to offer. He is destroying Canada, …
This fool does not even know how to pick sides. He has picked up a fight with India and the US while supporting a beggar, Zelensky, who has nothing to offer. He is destroying Canada, and he needs to be replaced along with Jagmit of NDP soon before we become a banana republic
Criticizes Canadian PM's foreign policy decisions and calls for political replacement, with alarmist language about national decline.
@RaviShankar-co5dk
Mar 4, 2025
Nobodies apeazing russia dummy, its called preventing ww3? 1:46
Nobodies apeazing russia dummy, its called preventing ww3? 1:46
The comment defends diplomatic engagement as preventing war rather than appeasement, critiquing the framing of negotiations as weakness.
@stankystuff5028
Mar 4, 2025
I think I remember he lost election? Why is he there talking to destroy his own country?\nI thought to move to Canada, never more?
I think I remember he lost election? Why is he there talking to destroy his own country?\nI thought to move to Canada, never more?
Expresses criticism of a political leader's actions regarding immigration policy while also conveying concern about national harm, with a personal decision to avoid immigrating.
@AriannaVonder
Mar 4, 2025
This idiot could end it just by stopping the flow of fentanyl through his country. Why would he not want to do that? Because he could care less about the american people.That's why.
This idiot could end it just by stopping the flow of fentanyl through his country. Why would he not want to do that? Because he could care less about the american people.That's why.
Criticizes a leader's policy choices regarding fentanyl control while making an unverified claim about their indifference to American welfare.
@Barrelsmoke
Mar 4, 2025
As an American I can't believe that I'm supposed to accept what Trump is doing!
As an American I can't believe that I'm supposed to accept what Trump is doing!
Expresses disagreement with Trump's policies while asserting American identity and values.
@delroy64
Mar 4, 2025
Unfortunately, we listen to are government. He should be talking to the state and the president not directly to the American people. Public opinion will no less still be on the side of the American …
Unfortunately, we listen to are government. He should be talking to the state and the president not directly to the American people. Public opinion will no less still be on the side of the American president.
Critiques the approach of addressing the American public directly rather than government-to-government channels.
@WadeJenkins-p9p
Mar 4, 2025
Omg ..Justin , \nYou were doing g so well until ... you called Fonsl Smart ..what , he is the furthest ftom thst
Omg ..Justin , \nYou were doing g so well until ... you called Fonsl Smart ..what , he is the furthest ftom thst
Criticism of Trudeau's specific statement or characterization of another political figure.
Policy Critique
0.75
@rebeccamiller1741
Mar 4, 2025
Americans will never accept Canada as a so called 51st state unless they vote for it. Canada is not a dictatorship. We Americans don't buy or conquer land from fellow democracies, only dictatorships. If there …
Americans will never accept Canada as a so called 51st state unless they vote for it. Canada is not a dictatorship. We Americans don't buy or conquer land from fellow democracies, only dictatorships. If there is an attempt the US Congress and the current states will block that.
Critiques the premise of US annexation of Canada by asserting democratic principles and institutional safeguards against such action.
@rebeccacanales
Mar 4, 2025
No dejes pasar el fentanilo ni gente y no te aumentan aranceles entiende
No dejes pasar el fentanilo ni gente y no te aumentan aranceles entiende
Spanish-language comment advising stricter border control on drugs and immigration to avoid tariff increases, linking security to trade policy.
@hugocruz8713
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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