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
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Humor / Satire
4,434 comments
Meanwhile we got Biff talking about McDonald's and Gold shoes \n\nOh how far have we fallen
Meanwhile we got Biff talking about McDonald's and Gold shoes \n\nOh how far have we fallen
Uses sarcastic, mocking tone about U.S. political leadership and decline, employing ironic commentary.
@lastrellpoet9331
Mar 4, 2025
The status outside the Toronto airport is so weird, all passengers feel they landed in India 😂😂😂
The status outside the Toronto airport is so weird, all passengers feel they landed in India 😂😂😂
Uses joking tone and emoji to make a satirical observation about the ethnic composition of Toronto airport passengers.
sui-yu-er-an
Sep 13, 2025
Trumps probably upset because Melanie ‘really’ likes him (Trudeau) ?
Trumps probably upset because Melanie ‘really’ likes him (Trudeau) ?
Uses sarcasm and innuendo (quotation marks around 'really') to make a joke about personal relationships between political figures.
Humor / Satire
0.80
@Shotkangaroo
Mar 4, 2025
Britain...hold my beer 🍺
Britain...hold my beer 🍺
Uses a meme-format joke comparing Canada's immigration to Britain's, employing sarcasm and comparative framing for comedic effect.
markcornwell9158
Sep 19, 2025
Dear Mr Trudeau, can you be our president?
Dear Mr Trudeau, can you be our president?
Sarcastically addresses Trudeau as if he could be US president, implying admiration through ironic flattery.
Humor / Satire
0.80
@patriciamastrobuoni5013
Mar 4, 2025
An hour later he was crying to to Trump begging for a deal
An hour later he was crying to to Trump begging for a deal
Uses sarcastic, mocking tone to criticize Trudeau's negotiating position with Trump through exaggerated imagery.
Humor / Satire
0.80
@JackpotWarrior
Mar 4, 2025
Girl??????????????musk called him GIRL?????????????????????
Girl??????????????musk called him GIRL?????????????????????
Sarcastically highlights Musk's gendered insult toward Trudeau with exaggerated punctuation, mocking the attack.
@imalwaysrite123
Mar 4, 2025
The only thing that’s improving is Donnie’s golf game.
The only thing that’s improving is Donnie’s golf game.
Uses sarcastic humor to mock a political figure's priorities and performance.
@robertbyington7715
Mar 4, 2025
‘Pay no taxes’ lol, Brampton wouldn’t exist if Indian people paid no taxes.
‘Pay no taxes’ lol, Brampton wouldn’t exist if Indian people paid no taxes.
Uses sarcasm to refute an unverified claim about tax avoidance by pointing to economic evidence.
missBixirin
Sep 19, 2025
Colonisers getting colonised 😂😂😂
Colonisers getting colonised 😂😂😂
Ironic/sarcastic commentary using 'colonisers getting colonised' as a reversal joke about demographic change.
factssonlyyy
Sep 18, 2025
Why Maple-Magas are turning against immigrants. There...fixed it for ya.
Why Maple-Magas are turning against immigrants. There...fixed it for ya.
Uses sarcastic wordplay ('Maple-Magas') to mock a political identity while critiquing anti-immigrant sentiment.
antagonizerr
Sep 9, 2025
Let me give u idea just move in to your house and live with her. ..than she will storm out
Let me give u idea just move in to your house and live with her. ..than she will storm out
Offers a joking, sarcastic suggestion about resolving a relationship conflict through cohabitation.
Humor / Satire
0.80
@Vance-p2u
Mar 4, 2025
😂😂😂😂😂😂😂 ooooo you yt ppl !!! STFU !!! WE WORLD WIDE IN ALL YOUR BACKYARDS 😂😂😂😂😂😂 SUCKERS !!! CHIPPEWA FIRST NATIONS !!!
😂😂😂😂😂😂😂 ooooo you yt ppl !!!
STFU !!!
WE WORLD WIDE IN ALL YOUR BACKYARDS 😂😂😂😂😂😂
SUCKERS !!!
CHIPPEWA FIRST NATIONS !!!
Uses mocking tone, emojis, and sarcasm to make a provocative statement about demographic presence and First Nations identity.
gerrymcconnell9240
Sep 3, 2025
Leave canada come back as a miggrant make 6 gs😢
Leave canada come back as a miggrant make 6 gs😢
Uses sarcastic irony to critique immigration policy by suggesting immigrants receive better financial treatment than Canadian citizens.
IEluca
Aug 30, 2025
Trudeau a joke of centuries. ????
Trudeau a joke of centuries. ????
Dismissive characterization of Trudeau using hyperbole and emoji, primarily humorous rather than substantive critique.
@Proud-444american
Mar 4, 2025
Ohhh Canada, just join the EU already. You know you want to !!! ??❤️??
Ohhh Canada, just join the EU already. You know you want to !!! ??❤️??
Uses joking tone and emojis to suggest Canada should join the EU, blending humor with comparative framing.
@tomtocz7284
Mar 4, 2025
Trudeau you're such a little punk
Trudeau you're such a little punk
Dismissive insult using casual language and name-calling, primarily humorous/sarcastic rather than substantive.
Humor / Satire
0.80
@Agent77-e8o
Mar 4, 2025
That was so brave of you ? ?
That was so brave of you ? ?
Sarcastic praise with emojis, likely mocking the subject or the video content.
Humor / Satire
0.80
@anupamathaparanjan
Mar 4, 2025
"Hold the door not only for me but other white people" she is not white 😅😂
"Hold the door not only for me but other white people" she is not white 😅😂
Uses sarcasm and emoji to mock a statement about racial identity, with ironic commentary on someone's racial categorization.
thefonz2199
Aug 27, 2025
😂😂😂😂😂😂😂😂 welcome to 🇨🇦👈 where the government is weak and the crime is high cuz 🇨🇦 let them in and out and as a 🇨🇦👈 over 30yr I still can't a home or a job
😂😂😂😂😂😂😂😂 welcome to 🇨🇦👈 where the government is weak and the crime is high cuz 🇨🇦 let them in and out and as a 🇨🇦👈 over 30yr I still can't a home or a job
Uses sarcasm and emojis to mock Canada's governance while sharing personal frustration about housing and employment, blending humor with lived experience.
abdiaden2680
Aug 26, 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)