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
Search & Filter
Question
1,353 comments
Of all places, Canada? Why? Wtf is Trump doing?
Of all places, Canada? Why? Wtf is Trump doing?
Expresses confusion and seeks clarification about Trump's involvement with Canada through rhetorical questions.
Question
0.80
@sameaster5150
Mar 4, 2025
Brooo!! The smuggler ain’t speaking Punjabi!! They just using fake namess! He is probably speaking haryanvi or hindi ….
Brooo!! The smuggler ain’t speaking Punjabi!! They just using fake namess! He is probably speaking haryanvi or hindi ….
Challenges the accuracy of language identification in the video content, questioning whether speakers are misrepresented.
Sanem-f7j1e
Feb 21, 2026
If tariffs only hurt american consumers why does he care?\n\nI also thought he stepped down.
If tariffs only hurt american consumers why does he care?\n\nI also thought he stepped down.
Seeks clarification on tariff logic and political status through rhetorical questioning.
@mightylaidlow1
Mar 4, 2025
how do we have more indians coming in than ukrainians, russians, jews, palestinian when they're ones at war?
how do we have more indians coming in than ukrainians, russians, jews, palestinian when they're ones at war?
Seeks information/clarification about immigration intake patterns, comparing Indian immigration to Ukrainian, Russian, Jewish, and Palestinian arrivals.
Wiiiz3
Nov 20, 2025
Why we can not have president like him?
Why we can not have president like him?
Seeks explanation for why Canada cannot have a leader like Trudeau, framed as an information-seeking question.
@andyismail2810
Mar 4, 2025
So where will these people end up now? Are they now being deported? Because if they start shifting to other provinces that will be a negative affect on that province. I don’t get why so …
So where will these people end up now? Are they now being deported? Because if they start shifting to other provinces that will be a negative affect on that province. I don’t get why so many people coming from India when that country is doing so well. What’s with that? I’m just wondering that’s all.
Seeks clarification on deportation outcomes and expresses curiosity about immigration motivations while raising economic concerns.
mar6553
Nov 23, 2025
Why is this guy speaking for canada?? He stepped down in December and canada wants him gone.
Why is this guy speaking for canada?? He stepped down in December and canada wants him gone.
Poses a question about the PM's legitimacy to speak for Canada, combined with a factual assertion about his resignation and public sentiment.
@drewarmour4555
Mar 4, 2025
How does these tariffs on Canada even benefit America?
How does these tariffs on Canada even benefit America?
Seeks information about the economic rationale behind tariff policy, framed as a genuine inquiry.
@nii_amart
Mar 4, 2025
What has Canadians done to America??
What has Canadians done to America??
Information-seeking question about Canadian actions affecting America, framed as a comparison between nations.
@TomasLundgrenlto
Mar 4, 2025
Won’t the tariffs go away if Canada secures their southern border?
Won’t the tariffs go away if Canada secures their southern border?
Seeks clarification about the relationship between border security and tariff policy, framed as a conditional question.
@OGLD
Mar 4, 2025
I dont get why they’re kicking out immigrants who work and can actually integrate?
I dont get why they’re kicking out immigrants who work and can actually integrate?
Questions the logic of deporting working, integrated immigrants, expressing confusion about policy fairness.
coolbuddydude1
Nov 22, 2025
For the educated among us, anybody care to go into detail about why Canada is in probate and maybe speak some actual facts and truth
For the educated among us, anybody care to go into detail about why Canada is in probate and maybe speak some actual facts and truth
Requests factual explanation about Canada's financial status ('probate') while implying unverified claims about government dishonesty, framed as an information-seeking question.
@ronnishino7880
Mar 4, 2025
I'm so shocked, I don't know how to express my feelings. Have you ever imagined the one person would destroy all his working relationships during ONE MONTH! That is so despicable, I cannot wrap my …
I'm so shocked, I don't know how to express my feelings. Have you ever imagined the one person would destroy all his working relationships during ONE MONTH! That is so despicable, I cannot wrap my mind around it. Please, can anyone explain what's unfolding before our eyes???
Seeks explanation for Trump's destructive behavior while expressing shock and concern about unfolding events.
@dinara_sagadi
Mar 4, 2025
Do you think the natives are the white people in canada??
Do you think the natives are the white people in canada??
Poses a clarifying question about the definition of 'natives' in Canada, challenging identity categorization.
anass777-17
Jan 27, 2026
What happened to canada nice? Looks like they have the same issues.
What happened to canada nice? Looks like they have the same issues.
Rhetorical question comparing Canada's reputation to its current issues, seeking clarification or expressing surprise.
JahTsir
Dec 9, 2025
Why are we imposing tariffs upon not only a border nation but an ally? I can see doing this to China somewhat but Canada?
Why are we imposing tariffs upon not only a border nation but an ally? I can see doing this to China somewhat but Canada?
Seeks explanation for tariff policy while implicitly critiquing its logic, framed as an information-seeking question.
@bradstoner7226
Mar 4, 2025
Im from Quebec and I don't know what makes the white guy Canadian? how is he different from an American?
Im from Quebec and I don't know what makes the white guy Canadian? how is he different from an American?
Asks what defines Canadian identity while implicitly questioning the distinction between Canadians and Americans, touching on identity boundaries.
alainouellet7794
Feb 24, 2026
Are these deportation court orders or actual physical removals? Historically, none of these are enforced.
Are these deportation court orders or actual physical removals? Historically, none of these are enforced.
Seeks clarification on enforcement distinction while making an unverified claim about historical non-enforcement.
vanta_nox90
Dec 24, 2025
Were they detained in inhuman and brutal conditions before deportation or were they deported to El Salvador or some other unrelated country?
Were they detained in inhuman and brutal conditions before deportation or were they deported to El Salvador or some other unrelated country?
Seeks information about deportation conditions and practices while implicitly raising human rights concerns.
CaptainDPRK
Dec 24, 2025
How do we address when Indians were taken as indentured labourers for sugar plantation. From Fiji South America Trinidad Guyana Suriname South Africa
How do we address when Indians were taken as indentured labourers for sugar plantation. From Fiji South America Trinidad Guyana Suriname South Africa
Poses an information-seeking question about historical injustices to Indian indentured laborers, framed as a moral concern.
dhirajshah4933
Dec 14, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)