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
Justin u r full of it
Justin u r full of it
A dismissive personal attack on the video subject (Justin Trudeau) without substantive argument or policy engagement.
Meta-Commentary
0.80
@MrCenriquer
Mar 4, 2025
I tought it was old news
I tought it was old news
Comment about the video content itself, suggesting the news presented is not new or original.
Meta-Commentary
0.80
@BrunoHenrique-bg8kj
Mar 4, 2025
Trump is a clown
Trump is a clown
Makes a dismissive judgment about Trump rather than engaging with the video's content or immigration topic.
Meta-Commentary
0.80
@BillConnor-p4d
Mar 4, 2025
CNN as usual eats fecal matter. \n??????????????
CNN as usual eats fecal matter. \n??????????????
Criticizes CNN and the media outlet itself rather than immigration policy, with sarcastic/insulting tone.
@36427chicago
Mar 4, 2025
4:02 things the GOP are unable to say ever....
4:02 things the GOP are unable to say ever....
References a specific timestamp in the video and comments on what the GOP cannot articulate, focusing on video content rather than immigration policy.
Meta-Commentary
0.80
@undivided_unified
Mar 4, 2025
CNN is a joke
CNN is a joke
Dismissive statement about media credibility rather than substantive engagement with immigration policy.
Meta-Commentary
0.80
@JB-cq6ey
Mar 4, 2025
a high city worker lady, i like it
a high city worker lady, i like it
Brief personal reaction to a specific moment in the video ('a high city worker lady'), commenting on video content rather than the immigration topic itself.
Meta-Commentary
0.80
iWonderZz93
Jan 28, 2026
Treudeua has only 20 days left in power!!! Who cares what he had to say
Treudeua has only 20 days left in power!!! Who cares what he had to say
Dismisses the relevance of the video subject by noting the political leader's imminent departure from power.
@Insert.Name.Here.
Mar 4, 2025
The start of his speech was brilliant and shows up this skewered Trump style logic...
The start of his speech was brilliant and shows up this skewered Trump style logic...
Comments on the content and structure of the speech shown in the video rather than on immigration policy itself.
Meta-Commentary
0.80
@Romulus980
Mar 4, 2025
Way better thn rebel news .
Way better thn rebel news .
Comparative evaluation of the video/channel quality relative to another media outlet.
Meta-Commentary
0.80
harmangill299
Jan 28, 2026
Rempel needs to go on a diet
Rempel needs to go on a diet
Personal attack on a political figure's appearance, critiquing the individual rather than engaging with policy substance.
Meta-Commentary
0.80
harainl
Feb 24, 2026
10 min into it: Are you serious?? You'd like to seize the opportunity of a foreign head of state not speaking English TO SIMPLY STOP LISTENING TO HIM?
10 min into it: Are you serious?? You'd like to seize the opportunity of a foreign head of state not speaking English TO SIMPLY STOP LISTENING TO HIM?
Critiques the video content itself, questioning the editorial choice to stop listening to a foreign leader based on language barrier.
Meta-Commentary
0.80
@ahbonetbien
Mar 4, 2025
This was not 4 hours ago this was days ago I hate when you people lie
This was not 4 hours ago this was days ago I hate when you people lie
Criticism of the video's accuracy regarding timing, accusing creators of dishonesty.
@KevinGarrett-x6w
Mar 4, 2025
Wernt you basically fired cause your such an idiot, I wouldn’t listen to a word this guy says
Wernt you basically fired cause your such an idiot, I wouldn’t listen to a word this guy says
The commenter dismisses the speaker's credibility by referencing his past employment status, attacking the source rather than engaging with content.
@edits7034
Mar 4, 2025
Idiots you're all idiots
Idiots you're all idiots
Generic insult directed at commenters or people in the discussion rather than substantive argument.
Meta-Commentary
0.80
@Pembertong
Mar 4, 2025
Buddy on the bike is a horrible human being. Brutally honest in expressing his views, but a horrible person fr. But, he admitted to being hella racist, so at at least he’s self aware.
Buddy on the bike is a horrible human being. Brutally honest in expressing his views, but a horrible person fr. But, he admitted to being hella racist, so at at least he’s self aware.
Evaluates a video participant's character and self-awareness, commenting on the content and person featured.
GioIgnatios
Feb 10, 2026
8:20 describing himself
8:20 describing himself
References a specific timestamp in the video and makes a critical observation about the video creator's behavior or statements.
Meta-Commentary
0.80
yatri-k5k
Feb 10, 2026
Putin and Donald Trump. The grim reaper is coming for you.
Putin and Donald Trump. The grim reaper is coming for you.
Cryptic threat-like statement about Trump and Putin unrelated to Canadian immigration, appearing as off-topic commentary.
Meta-Commentary
0.80
@allanfranko7685
Mar 4, 2025
I am surprised you are all surprised when it comes to tRUMP!
I am surprised you are all surprised when it comes to tRUMP!
Comments on other commenters' reactions and surprise, focusing on the discourse rather than substantive policy or argument.
Meta-Commentary
0.80
@garyspeed8961
Mar 4, 2025
Bull shit canada
Bull shit canada
Brief dismissive comment about Canada/the video without substantive policy engagement; functions as reaction to content.
Meta-Commentary
0.80
@BillieFitzgerald-gr5tj
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)