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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Identity Assertion
5,512 comments
None of you’ll getting our Jobs,nor will our company leave our nation ?
None of you’ll getting our Jobs,nor will our company leave our nation ?
Asserts national/economic boundary ('our Jobs', 'our nation') with us-vs-them framing against immigrants.
@TheuniverseKnowsme
Mar 4, 2025
Trump only did this cause he wanted Canada to become his beloved 51 state, and Canada denied. Canadians are the best, f@ck Trump. All support from Denmark ?? ❤
Trump only did this cause he wanted Canada to become his beloved 51 state, and Canada denied. Canadians are the best, f@ck Trump. All support from Denmark ?? ❤
Asserts Canadian identity and sovereignty against perceived American expansionism, with international solidarity expressed.
@sandram8516
Mar 4, 2025
Justin Justin stop. Its Mr. PRESIDENT. You disrespectful slime.
Justin Justin stop. Its Mr. PRESIDENT. You disrespectful slime.
Asserts hierarchical identity/respect framing (President vs. PM) and uses dehumanizing language to establish us-vs-them positioning.
Identity Assertion
0.80
@pinkyanbrain9251
Mar 4, 2025
That Canada prime minister is a true leader not trump.?
That Canada prime minister is a true leader not trump.?
Makes a comparative claim about leadership quality that implicitly asserts Canadian superiority over American leadership.
Identity Assertion
0.80
@michaelcoady828
Mar 4, 2025
Now, this looks and sounds like a balanced, intelligent, knowledgeable world leader. Good job, Canadians
Now, this looks and sounds like a balanced, intelligent, knowledgeable world leader. Good job, Canadians
Expresses pride in Canadian leadership and national identity through praise of Trudeau as a 'balanced, intelligent, knowledgeable world leader.'
Identity Assertion
0.80
@Gloria-um4tu
Mar 4, 2025
Everything your speaking about how we will suffer by , heck we been doing that under the BIDEN Administration. Been to Canada, you bunch of whimps. Show me one tough Canadian other than a hockey …
Everything your speaking about how we will suffer by , heck we been doing that under the BIDEN Administration. Been to Canada, you bunch of whimps. Show me one tough Canadian other than a hockey player. Bunch of cupcakes yal are.
Asserts American superiority and dismisses Canadians as weak, using stereotypes and us-vs-them framing.
@fredmcmillen7760
Mar 4, 2025
We grow up fighting in our favourite sport. I don't know about you guys, but I take pride in how well we can eat a punch. Usually that's the guy who wins. Elbows up my …
We grow up fighting in our favourite sport. I don't know about you guys, but I take pride in how well we can eat a punch. Usually that's the guy who wins. Elbows up my fellow Canadians ????
Asserts Canadian cultural identity through reference to hockey culture and national toughness, with patriotic framing.
Identity Assertion
0.80
@sasqwatch6047
Mar 4, 2025
He no longer speaks for Canadians
He no longer speaks for Canadians
Claims Trudeau lacks legitimacy to represent Canadians, asserting a unified national identity against him.
Identity Assertion
0.80
@RAKO1031
Mar 4, 2025
As a Canadian citizen.\nI support president Trump.\nI have not respect. For Clown Trudeau? Canada wants an election since last year.
As a Canadian citizen.\nI support president Trump.\nI have not respect. For Clown Trudeau? Canada wants an election since last year.
Asserts Canadian identity while expressing political allegiance to Trump and rejection of current leadership, creating us-vs-them framing within Canada.
@helenaavelar
Mar 4, 2025
Too all of you treasonous Americans, go live in Canada or Ukraine since you stand with them. You all are just believing what this man says when he could be lying. How about waiting to …
Too all of you treasonous Americans, go live in Canada or Ukraine since you stand with them. You all are just believing what this man says when he could be lying. How about waiting to hear both sides. What happened to loyalty to your country?
Uses strong us-vs-them framing, questioning loyalty and patriotism while implicitly calling for exclusion of those with different political views.
@rockinrobin4681
Mar 4, 2025
I stand with the USA, been milked for to long, my ancestors from Ireland built that great country. ????
I stand with the USA, been milked for to long, my ancestors from Ireland built that great country. ????
Assertion of identity and allegiance to USA, invoking ancestral heritage and national pride.
@zxgeorger
Mar 4, 2025
Dear Canada,keep your shit.Dictator scum
Dear Canada,keep your shit.Dictator scum
Hostile rejection of Canada paired with authoritarian accusation, framing national boundaries and leadership legitimacy.
@blaynefossati7156
Mar 4, 2025
President Trump has balls and is playing hard ball with Canada! Time to stop screwing us over! And you should be taking to our government, not the American people, WE STAND BEHIND OUR PRESIDENT!
President Trump has balls and is playing hard ball with Canada! Time to stop screwing us over! And you should be taking to our government, not the American people, WE STAND BEHIND OUR PRESIDENT!
Asserts strong national identity and loyalty to Trump while criticizing Canada's government, using us-vs-them framing.
@rend.4025
Mar 4, 2025
We do not want this!!! I am an American not a Trump fascist maga!
We do not want this!!! I am an American not a Trump fascist maga!
Asserts American identity while rejecting association with Trump/MAGA movement, establishing in-group/out-group distinction.
@cheryllewis2174
Mar 4, 2025
As a proud Canadian from Quebec, I have never been more prouder of our Country.Elbows up Canada. We do not forget. As we stand together, united. We will always stand for what’s right, against nothing …
As a proud Canadian from Quebec, I have never been more prouder of our Country.Elbows up Canada. We do not forget. As we stand together, united. We will always stand for what’s right, against nothing more than greed and dictatorship.
Asserts proud Canadian identity and national unity against external threats, with solidarity framing.
@Bobbygiustini-y5t
Mar 4, 2025
I am done with America. I hate your country and I will avoid any investment there ever again. You cannot be trusted.
I am done with America. I hate your country and I will avoid any investment there ever again. You cannot be trusted.
Commenter expresses rejection of American identity and distrust, framing it as a comparison between nations.
@fhebert20
Mar 4, 2025
God bless Canada!!!
God bless Canada!!!
Patriotic blessing expressing national pride and solidarity with Canada.
Identity Assertion
0.80
@Altico1
Mar 4, 2025
Maga did this shit
Maga did this shit
Commenter blames MAGA supporters for current geopolitical tensions, using political identity to assign responsibility and create in-group/out-group distinction.
Identity Assertion
0.80
@tracybrown8220
Mar 4, 2025
Canadian here??. We are VERY ANGRY. I never see my country like this. Vladimir Trump praising the cruel dictator Putin!? Vladimir Trump not helping Ukrainians!? Vladimir Trump starting a economic war with Canada!? Shame on …
Canadian here??. We are VERY ANGRY. I never see my country like this. Vladimir Trump praising the cruel dictator Putin!? Vladimir Trump not helping Ukrainians!? Vladimir Trump starting a economic war with Canada!? Shame on USA, shame on every republicans.
Canadian asserting national identity and anger, using us-vs-them framing while criticizing Trump and Republicans.
@sebastienroy3279
Mar 4, 2025
There are no adults left in the Republican party, pure and simple. Just a bunch of 12 year old liars. That is all.
There are no adults left in the Republican party, pure and simple. Just a bunch of 12 year old liars. That is all.
Dismissive characterization of Republicans as immature and dishonest, framing political opponents as fundamentally different.
@EricXXXtheLesser
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)