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
Pay for their flight? Wouldn't a small rubber dinghy and a paddle be cheaper?
Pay for their flight? Wouldn't a small rubber dinghy and a paddle be cheaper?
Sarcastic joke about cost-cutting for deportations with dark undertones referencing dangerous maritime crossings.
martyreking5487
Dec 27, 2025
Ooppps many have not read teumps child hood and his business history and personality, kneel before him and he will make you lick his belly button.
Ooppps many have not read teumps child hood and his business history and personality, kneel before him and he will make you lick his belly button.
Uses sarcastic, crude humor to mock Trump and his supporters, with absurdist imagery rather than substantive critique.
@mexicanosxelmundo7774
Mar 4, 2025
I don't see no white doctors now days 😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
I don't see no white doctors now days 😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
Uses exaggerated laughter and demographic observation as comedic commentary, with an undertone of identity-based framing.
SamuelParkash-t1z
Jan 27, 2026
Putin is laughing at trump right now. Laughing at the United States. Thinking what an idiot trump is. He is playing right into my hands.
Putin is laughing at trump right now. Laughing at the United States. Thinking what an idiot trump is. He is playing right into my hands.
Uses sarcastic, exaggerated tone mocking Trump's intelligence while expressing geopolitical anxiety about Putin's intentions.
@reneesimerale
Mar 4, 2025
Justin you are being very generous. Donald is NOT a smart guy. ??
Justin you are being very generous. Donald is NOT a smart guy. ??
Mocking personal insult with emoji, using sarcasm to criticize a political figure's intelligence.
@kikithompson7754
Mar 4, 2025
This guy has a stick so far up his spine that he doesn’t have one
This guy has a stick so far up his spine that he doesn’t have one
Uses sarcastic insult about a political figure's character, employing humor to critique their perceived weakness or lack of integrity.
@MenWhoPaint
Mar 4, 2025
Basically, Trudeau is saying don't get mad...get even.
Basically, Trudeau is saying don't get mad...get even.
Sarcastic interpretation of Trudeau's speech, presenting a humorous reframing of his message.
Humor / Satire
0.75
@garnetmitchell1883
Mar 4, 2025
Great job trump!! What an asshole
Great job trump!! What an asshole
Sarcastic praise of Trump followed by insult, using ironic contradiction for comedic effect.
Humor / Satire
0.75
@VictorMartinez-co3ds
Mar 4, 2025
didn't know they had statues holy fuck yeah like get out fuck
didn't know they had statues holy fuck yeah like get out fuck
Crude joke expressing surprise about statues, using profanity for comedic effect rather than serious critique.
Humor / Satire
0.75
daltonskatesandfilms
Jan 27, 2026
God save us from a RN from India 😂😂
God save us from a RN from India 😂😂
Uses joking tone with emojis to express anxiety about Indian nurses, combining satire with underlying xenophobic concern.
Bha-b2d
Dec 6, 2025
I just got back from Tim Hortons. Where they ran out of coffee. PLEASE PLEASE PPLLLLEEEASSSEEE explain to me how you run out of coffee when your only job IS TO KEEP THE COFFEE MADE!!!! …
I just got back from Tim Hortons. Where they ran out of coffee. PLEASE PLEASE PPLLLLEEEASSSEEE explain to me how you run out of coffee when your only job IS TO KEEP THE COFFEE MADE!!!! I’m switching to McDonalds. Singh Hortons will never see another dollar from me
Uses sarcasm and wordplay ('Singh Hortons') to mock a business owner's ethnicity while complaining about service, blending satire with identity-based criticism.
docsgearheadgaming2503
Jan 29, 2026
No worries... all the fake refugees, after being denied, will be offered 6 figure jobs in the Liberal government... so they will be paying taxes. With YOUR tax dollars... This is beyond bizarre... this woman …
No worries... all the fake refugees, after being denied, will be offered 6 figure jobs in the Liberal government... so they will be paying taxes.
With YOUR tax dollars...
This is beyond bizarre... this woman seems cognitively challenged... just like the "Canadians" who keep voting for this trainwreck government
Uses sarcasm and exaggeration to mock government immigration and employment practices.
DeepsongProductions
Nov 21, 2025
Trump should get ass pinched by everyone now ?\nHe is playing since he came
Trump should get ass pinched by everyone now ?\nHe is playing since he came
Uses crude humor and sarcasm to criticize Trump's behavior and character, with playful tone despite negative sentiment.
@Mevinaysaini
Mar 5, 2025
India 2.0.. soon to be updated to real India 1.0😂
India 2.0.. soon to be updated to real India 1.0😂
Uses sarcastic emoji and a joke comparing Canada's demographic future to India, employing ironic commentary to express demographic anxiety.
deedeedoit5901
Jan 27, 2026
That guy on the bike lol
That guy on the bike lol
Brief humorous observation about a person visible in the video, using casual tone and laughter indicator.
Humor / Satire
0.75
dancehallmojomusicreviews5884
Jan 27, 2026
Hopefully, they all can either run a motel or work at 7-eleven!
Hopefully, they all can either run a motel or work at 7-eleven!
Uses sarcastic stereotyping about immigrant employment (motels, 7-Eleven) as dark humor to mock immigration policy.
kelsocampbell1301
Jan 6, 2026
Donald Trump is joker and ?
Donald Trump is joker and ?
Dismissive joke characterizing Trump as a 'joker' with incomplete sarcastic tone.
Humor / Satire
0.75
@SANJEEVKUMAR-qu2kx
Mar 5, 2025
Canadians are too weak to do anything besides ragepill about the issue online 😂
Canadians are too weak to do anything besides ragepill about the issue online 😂
Uses sarcasm and mockery to critique Canadian inaction on immigration, with implied call for stronger response.
NorthHollywood
Jan 27, 2026
He got Balls ??????
He got Balls ??????
Casual, colloquial expression of admiration using slang; likely humorous or ironic tone given the context.
Humor / Satire
0.75
@SebCityLife1312
Mar 4, 2025
Putin, compramat…..Trump
Putin, compramat…..Trump
Cryptic, fragmented comment using shorthand (compramat, Putin, Trump) in apparent satirical or sarcastic manner.
Humor / Satire
0.75
@karenconley9807
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)