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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Comparative
2,420 comments
As if the orange one is doubling down...what a mess america is!
As if the orange one is doubling down...what a mess america is!
Compares Canada to the US negatively while critiquing American politics, framing the US as chaotic.
Freshnuts71
Dec 11, 2025
Lotta Indians, but not as much as Freemont California.. It’s the happiest city in the United States there’s no white people
Lotta Indians, but not as much as Freemont California.. It’s the happiest city in the United States there’s no white people
Compares Canadian demographics to Fremont, California, using comparative framing to contextualize immigration levels and outcomes.
Comparative
0.85
Pinakij
Jan 29, 2026
That's the difference between an orange clown and a statesman.
That's the difference between an orange clown and a statesman.
Compares Canadian and American leadership by contrasting Trudeau (statesman) with Trump (clown), framing Canada favorably.
@kareboantario9295
Mar 4, 2025
Many other countries make Canadians and others give fingerprints and pictures on arrival and check in on a regular basis with address with proof of residence in county. Nothing new.
Many other countries make Canadians and others give fingerprints and pictures on arrival and check in on a regular basis with address with proof of residence in county. Nothing new.
Compares Canada's immigration procedures to practices in other countries to contextualize and normalize the policy.
brianmclellan1087
Dec 11, 2025
Nothing special in the States, not to mention more expensive. Nah! I got better ways of stretching my money.
Nothing special in the States, not to mention more expensive. Nah! I got better ways of stretching my money.
Compares Canada favorably to the United States on cost of living and economic value, framing Canada as the better choice.
ChaosKnight853
Dec 9, 2025
Yet India, would never allow foreigners to create something like this in their country...interesting.
Yet India, would never allow foreigners to create something like this in their country...interesting.
Compares Canada's immigration openness unfavorably to India's restrictiveness, implying Canada is being exploited.
Tryingtimes943
Dec 16, 2025
Why do they laugh at Canada and yet don’t want to live in India?
Why do they laugh at Canada and yet don’t want to live in India?
Compares Canada to India, questioning why people criticize Canada yet prefer it to their home country.
Katrina-z1c
Jan 29, 2026
Trump has been effective with the southern border, but we never hear about our (USA) northern border, which is 3 times the size of its southern counterpart and apparently recognized as the LONGEST International border …
Trump has been effective with the southern border, but we never hear about our (USA) northern border, which is 3 times the size of its southern counterpart and apparently recognized as the LONGEST International border IN the WORLD! It makes sense for smugglers to use a different means for entry once the previous method gets controlled. I hope the US government is paying attention and doesn’t turn a blind eye to our northern border like they did with our Mexican border.
Compares US-Canada border to US-Mexico border and critiques government attention to border security, with implicit comparison of policy effectiveness.
allanmedina4098
Jan 27, 2026
From Italy I respect Canada more than any other Country in the world. Their courage is awesome
From Italy I respect Canada more than any other Country in the world. Their courage is awesome
Compares Canada favorably to other countries from an international perspective, expressing respect and admiration.
@lpproductions5023
Mar 4, 2025
I wish America had you as our leader
I wish America had you as our leader
Compares Canadian and American leadership favorably, ranking nations and expressing preference for Canadian governance.
@sherrijones1598
Mar 4, 2025
How can it be that we didn’t have one candidate run for president that acted, spoke and thought like this Canadian….
How can it be that we didn’t have one candidate run for president that acted, spoke and thought like this Canadian….
Compares Canadian and American political leadership, expressing regret that US candidates lack similar qualities to a Canadian leader.
@OpenMindsFreestyle
Mar 4, 2025
From the Netherlands: The world can witness the downfall of a country run by Banana Republicans. Keep strong Canada. The EU will follow.
From the Netherlands: The world can witness the downfall of a country run by Banana Republicans. Keep strong Canada. The EU will follow.
Compares USA unfavorably to Canada and EU while expressing support for Canada; frames nations in comparative hierarchy.
@mfjtf
Mar 4, 2025
Guy on the bike is definitely naive and also the oldest idiot in Canada. He needs to travel to Africa and see that Johannesburg in South Africa, Addis Ababa in Ethiopia, Abuja in Nigeria are …
Guy on the bike is definitely naive and also the oldest idiot in Canada. He needs to travel to Africa and see that Johannesburg in South Africa,
Addis Ababa in Ethiopia,
Abuja in Nigeria are way more beautiful than the Vancouver and Toronto he’s bragging about here in Canada.
Compares Canadian cities unfavorably to African cities while dismissing the person in the video, using international comparison to make a point.
olajidekowe3519
Feb 16, 2026
Compare this clear message, eloquently delivered to Trump's bumbling, nonsensical, incoherent and uneducated declarations
Compare this clear message, eloquently delivered to Trump's bumbling, nonsensical, incoherent and uneducated declarations
Compares Canadian leadership favorably to American leadership, ranking nations and leaders.
@redphil7797
Mar 4, 2025
In 19th century british rule india, but in future indians rule canada, australia definately And local people just barking on them , there is slogan like when elephant moves dog will always bark. But elephant …
In 19th century british rule india, but in future indians rule canada, australia definately
And local people just barking on them , there is slogan like when elephant moves dog will always bark.
But elephant have to ignore them and move towards his goal
Compares historical British rule in India to future Indian demographic dominance in Canada/Australia, using elephant-dog metaphor to frame demographic change as inevitable.
KeshavTiwari-l2n
Feb 28, 2026
oh my goodness. Compare the intelligence, eloquence and dignity of this man compared to the ringmaster, Trump. America, what have you done? You've backed a ringmaster and now you have a circus for a government.
oh my goodness. Compare the intelligence, eloquence and dignity of this man compared to the ringmaster, Trump. America, what have you done? You've backed a ringmaster and now you have a circus for a government.
Compares Canadian and American leadership, contrasting Trudeau's dignity with Trump's perceived incompetence, while making implicit moral judgments about governance quality.
@markboss4128
Mar 4, 2025
Now all of Canada knows how all of us Americans who have been screaming this in our country for years feel.. And ya'll were calling us names lol.. Welcome to the real world Canada 😂
Now all of Canada knows how all of us Americans who have been screaming this in our country for years feel.. And ya'll were calling us names lol.. Welcome to the real world Canada 😂
Compares Canada's immigration experience to the United States with ironic tone, positioning Americans as having warned Canadians earlier.
inkdemon64mclemore57
Aug 29, 2025
Ha Donald this is what a TRUE LEADER LOOKS AN SOUNDS LIKE AN THE ONE THAT YOU WILL NEVER EVER EVER BE . Donald set back in the corner and lesson to true leadership is …
Ha Donald this is what a TRUE LEADER LOOKS AN SOUNDS LIKE AN THE ONE THAT YOU WILL NEVER EVER EVER BE . Donald set back in the corner and lesson to true leadership is . We as Americans will always stand with Canada an YOU STAND WITH RUSSIA, North Korea an other dictatorship countries. The America people will stand TOGETHER AS YOU STAND IN THE CORNER BY YOURSELF STOMPING YOUR LITTLE FEET .
Compares Canadian and American leadership unfavorably, ranking nations and contrasting political allies.
@kathyhathaway8823
Mar 4, 2025
Wait a sec. Didn't Canadians originally come from Europe in the 1800's? It seems to me that everyone is an immigrant there.
Wait a sec. Didn't Canadians originally come from Europe in the 1800's? It seems to me that everyone is an immigrant there.
Commenter compares Canada's immigrant history to current immigration, implying all Canadians are immigrants, which frames the debate through historical comparison.
Teddy_Nimbus
Jan 28, 2026
Mexico always has been an ally for USA and Canada, I don't know why USA goverment treat us like this, we should be working together instead of this, the only affected people are the people …
Mexico always has been an ally for USA and Canada, I don't know why USA goverment treat us like this, we should be working together instead of this, the only affected people are the people in the 3 countrys
Compares Canada-US-Mexico relations and frames cooperation as morally preferable to conflict.
@Sventt
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)