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
Humor / Satire
4,434 comments
0:14 “we might have the upper class of Indian here” 😅😅😅
0:14 “we might have the upper class of Indian here” 😅😅😅
Commenter quotes a specific timestamp with laughing emojis, suggesting ironic or sarcastic commentary on the video content.
EbonyElephant
Feb 26, 2026
Well.u fools fell for Elon musk B'S.u voted 45back in
Well.u fools fell for Elon musk B'S.u voted 45back in
Uses sarcastic tone ('fools,' 'B'S') to mock Americans for voting for Trump, with implied criticism.
@chubbrockstar187
Mar 4, 2025
Is it possible Trump is lying about Canadian drug trafficking? I dont think so, Trump cares so much about his credibility he would never lie to anyone ?
Is it possible Trump is lying about Canadian drug trafficking? I dont think so, Trump cares so much about his credibility he would never lie to anyone ?
The comment uses sarcasm to mock Trump's credibility by ironically claiming he 'cares so much about his credibility he would never lie,' which is satirical commentary on his reputation.
@keithgmartz
Mar 4, 2025
I think bro joined politics.. Congratulations....
I think bro joined politics.. Congratulations....
Sarcastic comment suggesting the video creator has entered politics, using humor to mock or comment on the content.
Techvedastudio
Jan 27, 2026
Like Zelinsky, you will have a change of heart when you realize you done FAFO
Like Zelinsky, you will have a change of heart when you realize you done FAFO
Uses sarcastic reference to Zelinsky and cryptic acronym 'FAFO' (Find Out For Oneself) as ironic commentary.
Humor / Satire
0.75
@ChrisKibler-q2q
Mar 4, 2025
BEST PLACE ON THE PLANET = BRAMPTON AND YALL WILL NEVER KNOW
BEST PLACE ON THE PLANET = BRAMPTON AND YALL WILL NEVER KNOW
Ironic/hyperbolic praise of a specific city, likely satirical commentary on immigration and diversity.
aneetsandhu6562
Mar 2, 2026
You know when Trump saw this he was making the same stupid face he had when the french president corrected him the other day.
You know when Trump saw this he was making the same stupid face he had when the french president corrected him the other day.
Uses sarcastic humor mocking Trump's facial expressions and intelligence without substantive argument.
@joedookeran2569
Mar 4, 2025
And no need for a teleprompt, a lacky or a golf cart...
And no need for a teleprompt, a lacky or a golf cart...
Uses sarcastic comparison to mock a political figure's independence or competence through ironic commentary about teleprompters and support staff.
Humor / Satire
0.75
@babalonkie
Mar 4, 2025
4:57 and oppose to the jews 😂
4:57 and oppose to the jews 😂
Sarcastic comment with emoji referencing video timestamp, making an ironic observation about content.
PCB389
Feb 28, 2026
Well done PM Trudeau! ??? Yes its defo Dumb, i wonder who did it.???
Well done PM Trudeau! ??? Yes its defo Dumb, i wonder who did it.???
Sarcastic praise with question marks and ironic tone ('Well done...Yes its defo Dumb'), using satire to criticize.
Humor / Satire
0.75
@RJ-nk9wb
Mar 4, 2025
Nah, elbows up!
Nah, elbows up!
Cryptic phrase appears to be a joke or sarcastic reference, likely about the video content or creator.
Humor / Satire
0.75
bravo2zeroCAN
Feb 24, 2026
trump est agent orange
trump est agent orange
Uses wordplay ('Trumpsky' and 'agent orange') as satirical critique rather than substantive argument.
Humor / Satire
0.75
@drreaganeliedithphd6526
Mar 4, 2025
In the words of the supreme divine chairman con man carney, "eh, who cares". God Bless Donald Trump God Bless 🇺🇸
In the words of the supreme divine chairman con man carney, "eh, who cares".
God Bless Donald Trump
God Bless 🇺🇸
Uses sarcasm and mockery to critique a political figure, with ironic invocation of Trump as counterpoint.
BillEaston-n6y
Feb 26, 2026
Stockpile your bourbon, Kentucky!!!!!!!! So many MAGA brainiacs there.
Stockpile your bourbon, Kentucky!!!!!!!! So many MAGA brainiacs there.
Uses sarcastic humor and exaggeration to mock Trump supporters, with identity-based framing.
@fivealarmlili
Mar 4, 2025
MY DAILY PRAYER: IF TRUMP IS GONE BEFORE I WAKE; I PRAY TO GOD THE NEW'S AIN'T FAKE.
MY DAILY PRAYER: IF TRUMP IS GONE BEFORE I WAKE; I PRAY TO GOD THE NEW'S AIN'T FAKE.
Prayer-format satirical commentary expressing anti-Trump sentiment through ironic religious framing.
@lynnsheehan2200
Mar 4, 2025
Woke died 11/5/2024 when are you leaving treaudump, you think you can win a trade war
Woke died 11/5/2024 when are you leaving treaudump, you think you can win a trade war
Uses sarcasm and wordplay ('treaudump') to mock Trudeau while questioning his ability to win a trade war.
@ipsit3095
Mar 4, 2025
Karma is a beetch. Western Canadians did the same to the native Indian population (just like the US), and now this is your karma. Ha ha ha!
Karma is a beetch. Western Canadians did the same to the native Indian population (just like the US), and now this is your karma. Ha ha ha!
Uses sarcastic humor ('Karma is a beetch') to frame immigration as historical justice, mixing satire with a moral argument about historical wrongs.
LukeOtterbech
Jan 27, 2026
Hahaha. Canada has zero power in the world. And all we are asking for is equal treatment. Pay the tariffs or eliminate ours.
Hahaha. Canada has zero power in the world. And all we are asking for is equal treatment. Pay the tariffs or eliminate ours.
Sarcastic tone ('Hahaha') combined with ironic commentary about Canada's negotiating position and tariff policy.
@tpdircks
Mar 4, 2025
Never let a good crisis go to waste
Never let a good crisis go to waste
Uses a well-known political phrase sarcastically to comment on the video's framing of a crisis situation.
@jonsplex
Mar 4, 2025
Morons Are Governing America.
Morons Are Governing America.
Brief dismissive statement using capitalization for emphasis, functioning as sarcastic commentary on American governance.
Humor / Satire
0.75
@bpalpha
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)