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
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
they dont pay taxes? is this actually fact? how? drop the tutorial lmaooooooooo
they dont pay taxes? is this actually fact? how? drop the tutorial lmaooooooooo
Seeks clarification on an unverified claim about tax evasion, using humor to request evidence.
lulubear-p6l
Oct 27, 2025
NO SHITT!!!What happened to them!?
NO SHITT!!!What happened to them!?
Emphatic question seeking information or clarification about what happened to a referenced group or situation.
Question
0.80
paveltihov8371
Oct 23, 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
If this guy is that smart why US had to pinch his nose to do all this? Wasn't it his job to begin with?
If this guy is that smart why US had to pinch his nose to do all this? Wasn't it his job to begin with?
Poses a rhetorical question challenging someone's competence and role, seeking clarification or expressing skepticism about their performance.
@AmitKhamkar-r8e
Mar 4, 2025
i am not from canada but why is there a hindu god statue on canada
i am not from canada but why is there a hindu god statue on canada
Asks for explanation about a Hindu statue in Canada, with implicit concern about religious/cultural presence.
bekolleko8857
Jan 27, 2026
Canada is worth it now. In the future?
Canada is worth it now. In the future?
Poses an open-ended question about Canada's future viability as an immigration destination, seeking clarification or discussion.
Question
0.80
liarsdontgotoheaven4281
Sep 9, 2025
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
Man im glad you made this video! I was wondering why so many were coming to Canada.
Man im glad you made this video! I was wondering why so many were coming to Canada.
Expresses gratitude for the video while seeking information about immigration patterns.
anthonyarcangeli343
Jan 27, 2026
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
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
What happened to this Canadian Dictator Resigning?
What happened to this Canadian Dictator Resigning?
Poses a question about the PM's resignation status, seeking information or clarification.
@MaineiacSean
Mar 5, 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
I am an electrical engineer who speaks fluent English and passable French, no health problems, 10 years of work experience, and I still havent gotten PR. How do these guys get PR?
I am an electrical engineer who speaks fluent English and passable French, no health problems, 10 years of work experience, and I still havent gotten PR. How do these guys get PR?
Commenter seeks clarification about PR eligibility disparities, implying criticism of immigration policy while asking for information.
Xxx_viagra_xxX
Jan 27, 2026
That's working even if you work for family or a friend..didn't understand that comment
That's working even if you work for family or a friend..didn't understand that comment
Seeks clarification about a specific point made in the video regarding work arrangements.
Question
0.80
tiffanyr4355
Sep 27, 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
How does the driving worse? Is an Indian license acceptable in America or are the driving tests too easy to pass
How does the driving worse? Is an Indian license acceptable in America or are the driving tests too easy to pass
Information-seeking questions about driving standards and licensing across jurisdictions, with implicit comparative framing.
NotTheAverageGaming
Jan 27, 2026
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
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
Do the people commenting know Canada and the rest of the world already have tariffs on US goods? Why should it be one-way Tariffs?
Do the people commenting know Canada and the rest of the world already have tariffs on US goods? Why should it be one-way Tariffs?
Poses rhetorical questions about tariff fairness and existing trade practices, seeking to challenge assumptions while critiquing policy logic.
@jeffspence8376
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)