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
Who is feeding this bike guy information about Africa? Such an ignorant and stupid person.
Who is feeding this bike guy information about Africa? Such an ignorant and stupid person.
Direct criticism of the video creator's knowledge and competence rather than engaging with immigration policy or arguments.
Meta-Commentary
0.90
tobiistack
Jan 27, 2026
this guy seems insufferable
this guy seems insufferable
Personal critique of the speaker's character and demeanor rather than substantive policy discussion.
Meta-Commentary
0.90
@MysteriousTurtle42
Mar 4, 2025
Finally! I've been waiting on this one.
Finally! I've been waiting on this one.
Comment about anticipation for the video episode itself, not addressing immigration content.
Meta-Commentary
0.90
_max1mus
Jan 27, 2026
Tyler is on a generational run and will go down in history as one of the only real journalist in this generation.
Tyler is on a generational run and will go down in history as one of the only real journalist in this generation.
The comment praises the video creator (Tyler) and discusses his journalistic credibility and legacy, directly addressing the content producer.
Meta-Commentary
0.90
korbo2xxhoe
Jan 27, 2026
I’m just amazed that he’s not reading from a script. Speaks volumes.
I’m just amazed that he’s not reading from a script. Speaks volumes.
Comments on the speaker's delivery style and performance rather than substantive policy content.
Meta-Commentary
0.90
@e.h3286
Mar 4, 2025
Wow. Someone who speaks like an adult.
Wow. Someone who speaks like an adult.
Comment about the speaker's communication style rather than substantive policy or immigration content.
Meta-Commentary
0.90
@joleenicole
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
I do not believe a word that comes out of this womans mouth.
I do not believe a word that comes out of this womans mouth.
Comment dismisses the credibility of the speaker/video presenter rather than engaging with substantive immigration topics.
Meta-Commentary
0.90
tmac9972
Jan 1, 2026
As you can see in the comments, Canadians are not crying.
As you can see in the comments, Canadians are not crying.
References the comment section itself and makes an observation about what other Canadians are saying.
Meta-Commentary
0.90
BFRZ89
Jan 1, 2026
THAT TITLE IS WRONG. THIS CHANNEL IS MISLEADING
THAT TITLE IS WRONG. THIS CHANNEL IS MISLEADING
Commenter directly critiques the video's title and accuses the channel of being misleading, which is commentary about the video itself.
Meta-Commentary
0.90
goldenlion-l4e
Feb 11, 2026
bike guy was not holding back holy
bike guy was not holding back holy
References a person ('bike guy') in the video and comments on their behavior, focusing on the video content itself.
Meta-Commentary
0.90
Silverpig420
Feb 13, 2026
Andrew Callahan beat you to it big guy. Awesome video all the same brother 🤙 CHANNEL FIVE WORLDWIDE. 🤪
Andrew Callahan beat you to it big guy. Awesome video all the same brother 🤙 CHANNEL FIVE WORLDWIDE. 🤪
Comment about the video creator and another content creator (Andrew Callahan/Channel Five), discussing the video itself rather than immigration.
Meta-Commentary
0.90
calebpugh222
Jan 27, 2026
5:49 😮😮😮😮 🤯🤯🤯🤯🤯🤯 this guy omg
5:49 😮😮😮😮 🤯🤯🤯🤯🤯🤯 this guy omg
Timestamps a video moment with reaction emojis, commenting on the content itself rather than the topic.
Meta-Commentary
0.90
trustuniverse
Jan 27, 2026
Never clicked so fast in my life.
Never clicked so fast in my life.
Comment about the video itself and the viewer's reaction to clicking on it.
Meta-Commentary
0.90
Andrew-qq8fb
Jan 27, 2026
Gonna watch this while eating breakfast tomorrow 😊
Gonna watch this while eating breakfast tomorrow 😊
Comment about the viewer's personal viewing plans for the video.
Meta-Commentary
0.90
Uncannykenny
Jan 27, 2026
7:06. Tyler is so retarded standing in the crosswalk.. annoying is one thing now you are just a dip shit.
7:06. Tyler is so retarded standing in the crosswalk.. annoying is one thing now you are just a dip shit.
Criticism of the video creator's behavior and conduct in the video itself, not about immigration policy.
Meta-Commentary
0.90
chadchaddington5786
Jan 27, 2026
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
This isn't funny.
This isn't funny.
Brief dismissal of the video's tone or content rather than engaging with immigration substance.
Meta-Commentary
0.90
technofeeliak
Dec 30, 2025
WILD refresh pull!
WILD refresh pull!
Exclamatory praise for video editing or content quality, using 'refresh pull' terminology.
Meta-Commentary
0.90
simmons5328
Jan 27, 2026
Tyler this unbelievble journalism you should get award for this
Tyler this unbelievble journalism you should get award for this
Praises the video creator and journalism quality, commenting on the content itself rather than immigration policy.
Meta-Commentary
0.90
joshuataylor111
Jan 27, 2026
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)