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
Meta-Commentary
3,846 comments
Now THAT is a leader.
Now THAT is a leader.
A brief evaluative comment about the speaker/video content rather than substantive policy discussion.
Meta-Commentary
0.90
@wealthiswithin
Mar 4, 2025
Very well said and without looking at a script!
Very well said and without looking at a script!
Comment about the video/speaker's performance ('without looking at a script'), not about immigration policy itself.
Meta-Commentary
0.90
@alexis_analysis
Mar 4, 2025
Bots in the CNN comments loving this ???
Bots in the CNN comments loving this ???
Comment about other commenters and platform dynamics rather than the substantive topic.
Meta-Commentary
0.90
@mountainstomarshes8966
Mar 4, 2025
Not going to Yosemite anymore. Banff is way better.
Not going to Yosemite anymore. Banff is way better.
Off-topic comment about tourism destinations unrelated to the video's immigration/political content.
Meta-Commentary
0.90
@lfsm9380
Mar 4, 2025
If russia learned about radiological effects on minerals and metals from Russia, I think they would see how it structurally changes it's genetic compound or atomic structure. I think they would even be able to …
If russia learned about radiological effects on minerals and metals from Russia, I think they would see how it structurally changes it's genetic compound or atomic structure. I think they would even be able to develop radiation lasers used to change it molecularly. Adding missing ingredients, they could turn lead or iron into gold or something else. Since radiation is just heat.
Completely off-topic pseudo-scientific rambling about radiation and alchemy unrelated to the video content.
Meta-Commentary
0.90
@OAN3476
Mar 4, 2025
Stop talking over the Prime Minister. I can understand what he is saying. I do not need your analysis. I want to hear him speak.
Stop talking over the Prime Minister. I can understand what he is saying. I do not need your analysis. I want to hear him speak.
Critiques the video production itself, specifically the host's commentary overlaying the Prime Minister's speech.
Meta-Commentary
0.90
@curtiswfranks
Mar 4, 2025
I've never seen this guy so upset.
I've never seen this guy so upset.
Observation about the video subject's emotional state rather than engagement with the substantive topic.
Meta-Commentary
0.90
@santanagonsalves6461
Mar 4, 2025
Donald Trump is a buffoon and makes it embarrassing to claim one's self, an American.
Donald Trump is a buffoon and makes it embarrassing to claim one's self, an American.
Off-topic criticism of Donald Trump unrelated to Canadian immigration; appears to be tangential commentary.
Meta-Commentary
0.90
@ronusband
Mar 4, 2025
Trudeau finishes at 9:32
Trudeau finishes at 9:32
Comment about the video itself, noting a timestamp where a speaker finishes.
Meta-Commentary
0.90
@ziziroberts8041
Mar 4, 2025
He feels so fake when he talks
He feels so fake when he talks
Personal critique of Trudeau's communication style and authenticity rather than substantive policy discussion.
Meta-Commentary
0.90
@jeremyallen3556
Mar 4, 2025
why on earth do you interrupt this man in the middle of his speech? what kind of reporting is that?
why on earth do you interrupt this man in the middle of his speech? what kind of reporting is that?
Critiques the video production and interviewing technique rather than engaging with substantive content.
Meta-Commentary
0.90
@rebokfleetfoot
Mar 4, 2025
Brian Cranston behind
Brian Cranston behind
Brief comment about an actor (Brian Cranston) appearing in or related to the video content.
Meta-Commentary
0.90
@Delznope
Mar 4, 2025
He spoke Donald instead of Presedent Donald Sir. ???
He spoke Donald instead of Presedent Donald Sir. ???
Critiques the speaker's word choice and protocol in addressing a political figure, focusing on the video content itself.
Meta-Commentary
0.90
@Rahul.boss0007
Mar 4, 2025
propaganda bots out in full force today
propaganda bots out in full force today
Comments on the nature of other commenters and the comment section itself rather than the topic.
Meta-Commentary
0.90
@brutalistconcrete25
Mar 4, 2025
WSJ is consistently rated as centrist and with low bias, so I'm not sure what he was getting at with that shot.
WSJ is consistently rated as centrist and with low bias, so I'm not sure what he was getting at with that shot.
Critiques the video creator's characterization of a media source rather than discussing immigration policy itself.
Meta-Commentary
0.90
@bluearcherx
Mar 4, 2025
Trudeau speaks English beautifully.
Trudeau speaks English beautifully.
Brief observation about the speaker's language ability, commenting on the video content rather than substantive policy or immigration issues.
Meta-Commentary
0.90
@howardcohen7784
Mar 4, 2025
Very eloquently put speech.
Very eloquently put speech.
Brief compliment about the speech itself rather than engaging with substantive content or policy.
Meta-Commentary
0.90
@keithgriffiths9864
Mar 4, 2025
I do not believe a word this guy says. If his lips move he's lying
I do not believe a word this guy says. If his lips move he's lying
Commenter expresses distrust of the speaker in the video, making a judgment about the video creator's credibility.
Meta-Commentary
0.90
@waldo1417
Mar 4, 2025
But he said Donald’s a “very smart guy” ?
But he said Donald’s a “very smart guy” ?
References a statement made in the video, questioning its accuracy or context.
Meta-Commentary
0.90
@sixbladeknife44
Mar 4, 2025
Pretty awesome speech!
Pretty awesome speech!
Brief positive evaluation of the video/speech itself without substantive policy engagement.
Meta-Commentary
0.90
@VikingFrog
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)