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
That’s crazy.
That’s crazy.
Minimal reaction comment responding to video content without substantive argument.
Meta-Commentary
0.60
bekmashrapov1858
Jan 27, 2026
Because of ALASKA
Because of ALASKA
Cryptic reference to Alaska appears to be commentary on the video content or context rather than substantive immigration discourse.
Meta-Commentary
0.60
@gensantagall1309
Mar 4, 2025
ice would eye lid when seeing.
ice would eye lid when seeing.
Cryptic comment appears to reference the video content or creator rather than substantive immigration discourse.
Meta-Commentary
0.60
mechamicro
Sep 27, 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
Don't use the toilets at Tom Hortons, they don't clean them, cra p on the seats
Don't use the toilets at Tom Hortons, they don't clean them, cra p on the seats
Off-topic complaint about Tim Hortons bathroom cleanliness, unrelated to immigration discussion.
Meta-Commentary
0.60
colinpeck8257
Feb 26, 2026
https://www.youtube.com/watch?v=hFLeSZoCMxg
https://www.youtube.com/watch?v=hFLeSZoCMxg
Comment appears to be a URL or reference to the video itself with no substantive content provided.
Meta-Commentary
0.60
victoriavenus6
Sep 29, 2025
Let me be crystal clear he said. He almost said let's smoked. He looks scare
Let me be crystal clear he said. He almost said let's smoked. He looks scare
Comment observes Trudeau's speech delivery and demeanor rather than engaging with immigration policy or substantive content.
Meta-Commentary
0.60
@juanortiz7249
Mar 4, 2025
the canadian governor is starting too act up again ??
the canadian governor is starting too act up again ??
Vague comment about Canadian leadership 'acting up,' likely referring to the video subject but unclear in meaning; primarily meta-commentary about the political figure.
Meta-Commentary
0.60
@victorsalgado-d7l
Mar 4, 2025
Not tight enough
Not tight enough
Cryptic comment appears to reference video content or another commenter's argument without clear substantive position.
Meta-Commentary
0.60
hatfieldd7
Feb 26, 2026
I mean this is original from us based account but bro covers everything than his country I ts saw two videos in us
I mean this is original from us based account but bro covers everything than his country I ts saw two videos in us
Comment discusses the video creator and their content coverage rather than immigration policy itself, though the fragmented syntax makes interpretation uncertain.
Meta-Commentary
0.60
gth1632
Feb 18, 2026
Youve just all the niche for your own yearly income a begining niche of this land was upper class youve ruined angelos niche by producing it what gah
Youve just all the niche for your own yearly income a begining niche of this land was upper class youve ruined angelos niche by producing it what gah
Incoherent comment that appears to critique the video's content or presentation rather than engage substantively with immigration.
Meta-Commentary
0.60
lilodeth
Jan 6, 2026
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
22:02 👹:::Because of 🤦♀️ the gift 🎁 of 🤦♀️ Imperialism and Multiculturalism: it’s not perfect 👌… actually quite hard to control all 🛂 LIVE after 🛬… but it’s ☝️ 🆒 opportunity for sustainable 🪝 inside …
22:02 👹:::Because of 🤦♀️ the gift 🎁 of 🤦♀️ Imperialism and Multiculturalism: it’s not perfect 👌… actually quite hard to control all 🛂 LIVE after 🛬… but it’s ☝️ 🆒 opportunity for sustainable 🪝 inside other countries 🌑💸 and infractionality infrastructures… you don’t want to have spontaneous gangs inside your own home, so you better let them cluster the generation they are welcomed….C’mon, man‼️…🧐…😃…😀…🤫…🤷♀️🧮🤦♀️…😿🌁⌛️⚕️🗽🎡🧘♀️
Incoherent comment with excessive emoji use that appears to be spam or bot-like content with unclear meaning, difficult to classify into substantive discourse categories.
Meta-Commentary
0.60
SamyazaZone
Jan 27, 2026
??????????????????????????????????????????????????????????????????
??????????????????????????????????????????????????????????????????
String of question marks appears to express confusion or dismissal about the video content itself.
Meta-Commentary
0.60
@gjhogue45
Mar 4, 2025
Improve 4th largest your self
Improve 4th largest your self
Cryptic comment appears to critique the video or channel quality, though meaning is unclear.
Meta-Commentary
0.60
Sterlinxvii
Feb 17, 2026
Alright 👍 👌
Alright 👍 👌
A minimal affirmative response that appears to be reacting to the video content itself rather than engaging substantively with immigration discourse.
Meta-Commentary
0.60
maximpestsolutions3696
Dec 31, 2025
Russia has good hockey players
Russia has good hockey players
Off-topic comment about hockey players unrelated to the video's immigration or political content; appears to be either spam or completely tangential.
Meta-Commentary
0.60
@davidnanney3120
Mar 4, 2025
Well well we’ll 🇮🇳
Well well we’ll 🇮🇳
Minimal content with emoji; appears to be a reaction to video content rather than substantive discourse.
Meta-Commentary
0.60
URCristianocr-l4l
Jan 27, 2026
Stand down drake already lost
Stand down drake already lost
Cryptic reference to an unspecified person or event ('drake'), likely commentary on video content or other commenters.
Meta-Commentary
0.60
@mackindelegation1107
Mar 4, 2025
They can be found in rural or remote areas
They can be found in rural or remote areas
Appears to be a fragmented statement about video content or context rather than a substantive argument about immigration.
Meta-Commentary
0.60
dannynavarro2165
Sep 29, 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)