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
You’re wild for crossing the border Andrew Callaghan just got arrested for doing the same thing like a less than a year ago
You’re wild for crossing the border Andrew Callaghan just got arrested for doing the same thing like a less than a year ago
Questions the legality/wisdom of border crossing by referencing another person's arrest, seeking clarification.
overlordfx1464
Jan 27, 2026
Finland is full of indians too. Im not racist but im very curious; why?
Finland is full of indians too. Im not racist but im very curious; why?
Poses an information-seeking question about immigration patterns while using comparative framing (Finland vs. Canada).
alex88723
Jan 27, 2026
why the fuck a tuktuk on the highway
why the fuck a tuktuk on the highway
Rhetorical question expressing confusion or criticism about an observed detail in the video, with implied sarcasm.
maxlamenace244
Jan 27, 2026
I cannot distinguish if this is just easy money making propaganda or if it is for real a demographic shift
I cannot distinguish if this is just easy money making propaganda or if it is for real a demographic shift
Expresses uncertainty about whether content is propaganda or reflects real demographic change, framed as an information-seeking question.
hermannnovakovic9507
Jan 27, 2026
The question is who is going to pay for the pension, education and health system if there is less workers???
The question is who is going to pay for the pension, education and health system if there is less workers???
Poses a rhetorical question about workforce sustainability and funding of public systems, combining inquiry with economic concern about demographic change.
almichel888
Jan 20, 2026
But i dont get why you did such a dirty job on the smuggler...
But i dont get why you did such a dirty job on the smuggler...
Seeks clarification about the video's editorial choices or portrayal of a specific person/subject.
bobbah676
Jan 27, 2026
Was there a tuck tuck/ auto driving in Canada in front of their car.
Was there a tuck tuck/ auto driving in Canada in front of their car.
Commenter asks a clarifying question about whether a tuk-tuk/auto was visible in the video footage.
Question
0.80
Kirpa001
Jan 27, 2026
how'd you even escape from that far place back to where you are? we asking the real questions
how'd you even escape from that far place back to where you are? we asking the real questions
Seeks clarification about the subject's journey, framed as a genuine inquiry about logistics.
Question
0.80
haveawonderfulday2432
Jan 27, 2026
Too many to ever remove effectively ? 🤔
Too many to ever remove effectively ? 🤔
Poses a rhetorical question about the feasibility of deportation policy implementation.
bobbyb.6644
Jan 2, 2026
Why did you redeem it????
Why did you redeem it????
Seeks clarification about a decision made in the video, likely regarding editorial choices.
Illyrianwarrior95
Jan 27, 2026
Where do they get this money from?
Where do they get this money from?
Information-seeking question about immigrant financial resources, with implicit economic concern.
Yasinnguyen
Jan 27, 2026
The deportation number is beside the point. How many are you letting in?
The deportation number is beside the point.
How many are you letting in?
Poses an information-seeking question about immigration intake levels while implicitly critiquing current policy.
BrianDunn-e8t
Dec 24, 2025
I am shocked by the turn of events. Are really Americans who vote for Trump ok with getting along with Russia? I thought their dislike of Russia united them across political divides
I am shocked by the turn of events. Are really Americans who vote for Trump ok with getting along with Russia? I thought their dislike of Russia united them across political divides
Expresses surprise and seeks clarification about American voters' stance on Russia relations, comparing past and present political positions.
@martanna20
Mar 5, 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
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
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
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
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
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
Is there a city in India taken over by immigrants from a different country? (Just asking for a friend)
Is there a city in India taken over by immigrants from a different country? (Just asking for a friend)
Information-seeking question about immigrant demographics in Indian cities, framed as hypothetical inquiry.
Question
0.80
benjamincioban7379
Oct 27, 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)