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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Question
1,353 comments
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
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
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
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
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
Confused over why they don’t want to pay international student fees if they are international students.
Confused over why they don’t want to pay international student fees if they are international students.
Seeks clarification about international student fee policy, framed as confusion about apparent inconsistency in regulations.
straighttothedisco
Oct 4, 2025
How does this white man know they pay no taxes?????
How does this white man know they pay no taxes?????
Challenges an unverified claim about immigrants not paying taxes with a skeptical question.
MrPharu500
Oct 4, 2025
How come they disappeared?
How come they disappeared?
Direct question seeking clarification about the disappearance mentioned in the video.
Question
0.80
kaaaah2003
Sep 30, 2025
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to …
The questioner is just proving her own questions?
What is non-compliance as a student?
Not going to the college?
How many colleges shut down their courses within the said period?
Do you expect students to be firever students?
What if they get work permit while still being student? This is very possible for the IT engineers from India, they are student here but get a job in USA or any other country and they leave.
Where are the statistics of students who got married to Canadian nationals and decided to stop studying because of family expenses?
It will be easy to track down the fees transfer and return of these said 8% non-compliant students. Did they get their money back? If not, then why didn't colleges paid the remaining fees back and report that non-obligatory to the study visa rules?
Or, was the past govt quite about this because Canada needed cheap labor and money in other colleges accounts?
Raises multiple clarifying questions about student compliance definitions and data, challenging the narrative with logical scrutiny.
binkypatel1
Sep 29, 2025
all of THEM are in charge of immigration? wtf
all of THEM are in charge of immigration? wtf
Expresses confusion and skepticism about who controls immigration policy, framed as a rhetorical question criticizing government structure.
RFC235
Sep 29, 2025
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
How can be ppl from India NATIONALISTIC if they now live in CANADA??
How can be ppl from India NATIONALISTIC if they now live in CANADA??
Poses a question about national loyalty and identity, implying incompatibility between Indian and Canadian nationalism.
BoboSLO1
Sep 19, 2025
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
What value are these Indians bringing to Canada? What is Canada trying to prove by allowing these people into the country? Can someone throw light on this please?
What value are these Indians bringing to Canada? What is Canada trying to prove by allowing these people into the country? Can someone throw light on this please?
Frames as information-seeking but contains implicit identity-based skepticism about a specific immigrant group's value and belonging.
Blueskiesmohan
Aug 30, 2025
Why though? Why change a system that was working? Post-nationalism? Century Initiative? Erase Canadian identity?
Why though? Why change a system that was working? Post-nationalism? Century Initiative? Erase Canadian identity?
Poses rhetorical questions challenging immigration policy changes while asserting concern about Canadian identity erasure and post-nationalism.
redman958
Jun 17, 2025
How can all those tariffs be compatible with the status of WTO country? Why are not the USA kicked out of the WTO? They are way more protectionists than China.
How can all those tariffs be compatible with the status of WTO country? Why are not the USA kicked out of the WTO? They are way more protectionists than China.
Seeks clarification about WTO rules and tariff policies through rhetorical questions about consistency and fairness.
@uffa00001
Mar 5, 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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