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
I know the smell is insane
I know the smell is insane
Comment appears to reference something in the video (likely a timestamp or sensory description) but lacks sufficient context to classify definitively; treated as meta-commentary about video content.
Meta-Commentary
0.60
blaccitachi3275
Dec 6, 2025
I hate Trump and I also defo hate JD Vance
I hate Trump and I also defo hate JD Vance
Off-topic expression of political preference unrelated to the video content or Canadian immigration discussion.
Meta-Commentary
0.60
@MrRash-188
Mar 4, 2025
Edison, NJ 5.0
Edison, NJ 5.0
A minimal comment referencing a location and rating, likely about the video or channel itself, though context is unclear.
Meta-Commentary
0.60
ggs511
Jan 27, 2026
Filthy musky
Filthy musky
Brief dismissive comment about the video creator or content, though ambiguous in intent.
Meta-Commentary
0.60
paulipaoli7956
Jan 28, 2026
Timjeet Hortinder's
Timjeet Hortinder's
Appears to be a name reference or unclear comment directed at a specific person, likely meta-commentary about video content or commenters.
Meta-Commentary
0.60
redviperx2881
Jan 27, 2026
Elbows up...??
Elbows up...??
Cryptic reference to a gesture or moment in the video, likely commenting on the speaker's physical presentation.
Meta-Commentary
0.60
@carpediemmementomori1984
Mar 4, 2025
Curse Vishnu Christ is King
Curse Vishnu
Christ is King
Appears to be off-topic religious statements unrelated to the video content, possibly spam or trolling.
Meta-Commentary
0.60
ExNihiloComesNothing
Jan 27, 2026
Donot worry \nHonourable \nWe are American \nOur government cis not put us stake \nBring stability \n No \nNew gov is only for public
Donot worry \nHonourable \nWe are American \nOur government cis not put us stake \nBring stability \n No \nNew gov is only for public
Incoherent comment with fragmented statements that appear to be spam or bot-generated content with unclear meaning.
Meta-Commentary
0.60
@Syeda-k4y
Mar 4, 2025
SECOND AMENDMENT tRUSK AND MUSK NOW
SECOND AMENDMENT tRUSK AND MUSK NOW
Appears to be off-topic commentary referencing political figures and slogans unrelated to the video content, suggesting meta-level engagement or spam-like behavior.
Meta-Commentary
0.60
@myberney
Mar 4, 2025
nah not really
nah not really
Brief disagreement with preceding content, functioning as commentary on the discussion rather than substantive argument.
Meta-Commentary
0.60
@glorificated3067
Mar 4, 2025
The thing about the joker is that he is completely insane ?
The thing about the joker is that he is completely insane ?
Comment appears to reference the video content (possibly about a political figure) rather than engaging with immigration policy directly, though context is unclear.
Meta-Commentary
0.60
@joechakasim3142
Mar 5, 2025
He is a ?? and so is CNN???
He is a ?? and so is CNN???
Comment criticizes the video subject and CNN but lacks specificity; appears to be meta-commentary about media coverage rather than substantive policy critique.
Meta-Commentary
0.60
@borlanderobertson5666
Mar 4, 2025
Revelation 18:9 And the kings of the earth, who have committed fornication and lived deliciously with her, shall bewail her, and lament for her, when they shall see the smoke of her burning,\n10 Standing afar …
Revelation 18:9 And the kings of the earth, who have committed fornication and lived deliciously with her, shall bewail her, and lament for her, when they shall see the smoke of her burning,\n10 Standing afar off for the fear of her torment, saying, Alas, alas, that great city Babylon, that mighty city! for in one hour is thy judgment come.\n11 And the merchants of the earth shall weep and mourn over her; for no man buyeth their merchandise any more:\n12 The merchandise of gold, and silver, and precious stones, and of pearls, and fine linen, and purple, and silk, and scarlet, and all thyine wood, and all manner vessels of ivory, and all manner vessels of most precious wood, and of brass, and iron, and marble,\n13 And cinnamon, and odours, and ointments, and frankincense, and wine, and oil, and fine flour, and wheat, and beasts, and sheep, and horses, and chariots, and slaves, and souls of men.\n14 And the fruits that thy soul lusted after are departed from thee, and all things which were dainty and goodly are departed from thee, and thou shalt find them no more at all.\n15 The merchants of these things, which were made rich by her, shall stand afar off for the fear of her torment, weeping and wailing,\n16 And saying, Alas, alas, that great city, that was clothed in fine linen, and purple, and scarlet, and decked with gold, and precious stones, and pearls!\n17 For in one hour so great riches is come to nought. And every shipmaster, and all the company in ships, and sailors, and as many as trade by sea, stood afar off,\n18 And cried when they saw the smoke of her burning, saying, What city is like unto this great city!\n19 And they cast dust on their heads, and cried, weeping and wailing, saying, Alas, alas, that great city, wherein were made rich all that had ships in the sea by reason of her costliness! for in one hour is she made desolate.
Appears to be religious scripture posted without clear connection to the video topic, likely spam or off-topic commentary.
Meta-Commentary
0.60
@johnscott2782
Mar 4, 2025
??????????????????????????????????????
??????????????????????????????????????
Consists only of question marks, likely expressing confusion or dismissal about the video content itself.
Meta-Commentary
0.60
@PaPaPeeMD
Mar 4, 2025
Slava??????????
Slava??????????
Unclear reference to 'Slava' with question marks; appears to be meta-commentary or confusion about video content.
Meta-Commentary
0.60
@frankboudreau9571
Mar 4, 2025
I'm with my monkey in the blue suite ❤??
I'm with my monkey in the blue suite ❤??
Appears to be a personal or off-topic comment about being with someone in a blue suit, likely referencing the video content rather than substantive discourse.
Meta-Commentary
0.60
@chronicus
Mar 4, 2025
This guy is very gay
This guy is very gay
Personal observation about the speaker unrelated to immigration policy or substantive discourse.
Meta-Commentary
0.60
@sanggnas2329
Mar 5, 2025
You have no idea baby
You have no idea baby
Vague dismissive comment directed at another commenter or the video content itself, lacking substantive discourse engagement.
Meta-Commentary
0.60
@wayneross1200
Mar 5, 2025
Well i guess so.
Well i guess so.
Minimal engagement comment that appears to be reacting to the video or previous comments without substantive content.
Meta-Commentary
0.60
@GunnarAndersen-ee5hx
Mar 4, 2025
Learing Center 2.0
Learing Center 2.0
Brief comment about the video content itself, though meaning is unclear; appears to critique the video's framing.
Meta-Commentary
0.60
karmabasedj8184
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)