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
Tell us how many millions were spent to bring all the engimineers to our shores.
Tell us how many millions were spent to bring all the engimineers to our shores.
Seeks information about government spending on skilled immigrant recruitment, with implicit economic concern.
jaydeshaw3394
Dec 25, 2025
So ..... they came on visa and that doesnt mean they decide weather to stay.
So ..... they came on visa and that doesnt mean they decide weather to stay.
Seeks clarification about visa holders' rights to remain in Canada, framed as a questioning challenge to policy logic.
DaniEz-h4c
Nov 22, 2025
I stayed in an airb&b recently where two of the residents were fresh from India and somehow in the military in Trenton and Quebec. Make it make sense
I stayed in an airb&b recently where two of the residents were fresh from India and somehow in the military in Trenton and Quebec. Make it make sense
Expresses skepticism about Indian immigrants in Canadian military via rhetorical question, implying implausibility or fraud.
g1itchwitch
Mar 3, 2026
Human tragedy???
Human tragedy???
Brief questioning statement seeking clarification or expressing skepticism about the 'human tragedy' framing.
Question
0.75
JAB63050
Nov 20, 2025
There are THREE MILLION currently here illegally. When do they go back home? -- miault.
There are THREE MILLION currently here illegally. When do they go back home? -- miault.
Poses a question about illegal immigrants while citing an unverified statistic, mixing inquiry with potentially false claims.
felixculpa-z7x
Feb 18, 2026
I wanna see Filipino communities next
I wanna see Filipino communities next
Expresses interest in seeing content about another immigrant community, framed as a request or suggestion.
Question
0.75
nimsy6476
Jan 27, 2026
I am wondering what is the end game here. It is interesting if wasn't so hurtful to all the world to see this play out.
I am wondering what is the end game here. It is interesting if wasn't so hurtful to all the world to see this play out.
The commenter seeks clarification about political intentions while expressing concern about harm, combining information-seeking with ethical concern.
@dreamerworld1495
Mar 4, 2025
I wonder if the government is commiting fraud with them, like what happening in the states.
I wonder if the government is commiting fraud with them, like what happening in the states.
Speculative question about government fraud related to immigration, combining information-seeking with conspiratorial framing.
subjectofsaturnyervahsa7386
Jan 27, 2026
Bro, why the accent when you’re on the phone with human traffickers?
Bro, why the accent when you’re on the phone with human traffickers?
Appears to question the video creator's behavior, potentially implying false accusations about involvement with human trafficking.
Backcountry91
Jan 27, 2026
That means that We will be Americans anytime soon..?
That means that We will be Americans anytime soon..?
Asks a clarification question about potential American citizenship implications.
Question
0.75
@disr21
Mar 4, 2025
How is anybody stopping the drug flow when hospitals prescribe it or give it to or use in surgeries? Make it make sense
How is anybody stopping the drug flow when hospitals prescribe it or give it to or use in surgeries? Make it make sense
Raises a logical question about drug policy effectiveness, questioning the coherence of enforcement strategies.
@ryanbroderick7729
Mar 4, 2025
Why isn’t Trump being impeached
Why isn’t Trump being impeached
Poses a question about impeachment; functions as both information-seeking and implicit call for political action.
@valeriewhite4477
Mar 4, 2025
If tariffs are bad for the consumer of the country that implements them, why would Canada respond with tariffs?
If tariffs are bad for the consumer of the country that implements them, why would Canada respond with tariffs?
Poses a logical question about tariff policy, implicitly critiquing the government's response strategy.
@gbaker1a775
Mar 4, 2025
So, if people didn't like how the liberals handled immigration under Trudeau, why did they vote liberals again back in with Carney?
So, if people didn't like how the liberals handled immigration under Trudeau, why did they vote liberals again back in with Carney?
Rhetorical question challenging voter behavior regarding Liberal immigration policy, seeking explanation or expressing skepticism.
bobibrown3358
Aug 26, 2025
Pls in Germany pls pls
Pls in Germany pls pls
Appears to be a request or plea about immigration to Germany, seeking information or expressing desire to migrate elsewhere.
GhettoSchrank
Jan 28, 2026
What's to stop these people from coming back? I hope it's not "voluntary compliance"...
What's to stop these people from coming back? I hope it's not "voluntary compliance"...
Poses a question about enforcement mechanisms while expressing skepticism and underlying security concerns.
Winger222
Feb 18, 2026
1.83% drop in the DOW is very telling ?
1.83% drop in the DOW is very telling ?
Poses a question about stock market movement significance, seeking interpretation or confirmation of economic data.
@mikecrosier6248
Mar 4, 2025
Will Trump tell Trudeau “don’t tell us how to feel” regarding the inflation we will feel as he stated.
Will Trump tell Trudeau “don’t tell us how to feel” regarding the inflation we will feel as he stated.
Poses a rhetorical question about Trump's statements on inflation and Trudeau's response, seeking clarification or making a critical point.
@Noeau
Mar 4, 2025
Where was he when we needed him years ago
Where was he when we needed him years ago
Commenter poses a rhetorical question criticizing delayed action on an unspecified issue, seeking accountability.
@rossy6669
Mar 4, 2025
What wil hapen, when Trump takes Greenland military?
What wil hapen, when Trump takes Greenland military?
Seeks information about potential military consequences while expressing underlying security concern.
@oliverbrost1916
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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Discourse Quality (Perspective API)