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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Policy Critique
5,980 comments
Why is this guy still in office. Let him defend his own boarder
Why is this guy still in office. Let him defend his own boarder
Criticizes the subject's fitness for office and questions their policy priorities regarding border defense.
@thaipham2276
Mar 4, 2025
CRITICAL !!!!!!! Minerals wow the word CRITICAL. Critical for what?????? Dodgy
CRITICAL !!!!!!! Minerals wow the word CRITICAL. Critical for what?????? Dodgy
Questions the use of the word 'critical' in policy language while expressing skepticism about government framing.
@MikeCross-q2r
Mar 4, 2025
Any words from Trudeau covered by CNN is mush at this point. Both are garbage..
Any words from Trudeau covered by CNN is mush at this point. Both are garbage..
Dismisses both Trudeau and CNN coverage as unreliable, critiquing political leadership and media credibility.
@anthonyzepeda31
Mar 4, 2025
JUSTIN TRUDEAU IS ACTUALLY THE HATED MAN IN CANADA EVEN HE NEED 10 BODYGUARDS TO MOVE AROUND FOR HIS DAILY LIFE AS PM OF CANADA WOULD CANADA CITIZENS THAT DEPENDING ON AMERICA FOOD TO SAVE …
JUSTIN TRUDEAU IS ACTUALLY THE HATED MAN IN CANADA EVEN HE NEED 10 BODYGUARDS TO MOVE AROUND FOR HIS DAILY LIFE AS PM OF CANADA WOULD CANADA CITIZENS THAT DEPENDING ON AMERICA FOOD TO SAVE MONEY AND STAY ALIVE NOW TARIFFS ON AMERICA GOODS HOW HAPPY CANADA PEOPLE BE WITH HOA HAS MORE POWER THAN HIS OWN CITIZENS.POOR CANADA CITIZENS MAY CHOOSE CHEAP FOOD TO SURVIVE JUSTIN TRUDEAU EVIL DICTATORSHIP.\nJUSTIN TRUDEAU HAS DONE NOTHING GOOD FOR CANADA AND HIS CITIZENS EVEN HIS EXISTENCE ON THE WORLD LIKE A BULB SWITCH HE THERE AND THE NEXT HE GONE FOR YEARS NOTHING FAMOUS GOOD HE DONE RECORDED BY INTERNATIONAL REPORTERS 0%.\nCANADA HAS ITS OWN HOMELESS PEOPLE WILD ON CANADA STREET BUT INTERNATIONAL PEOPLE DON'T KNOW ABOUT IT.
Extensive criticism of Trudeau's policies and governance, with concerns about economic hardship, homelessness, and perceived mismanagement.
@KILLEREND-rb5fd
Mar 4, 2025
Tag the useless government Canadians are dying
Tag the useless government Canadians are dying
Criticizes government as ineffective and calls for attention to Canadian citizens' welfare, with implicit call to action.
iop-v4u
Aug 25, 2025
lol your the reason why trump is doing this? You bullied him for 9 years in office. Now he wants you to resign and you won’t. ?
lol your the reason why trump is doing this? You bullied him for 9 years in office. Now he wants you to resign and you won’t. ?
Blames Trudeau for Trump's tariff actions, framing the conflict as retaliation for past criticism.
@afar9587
Mar 4, 2025
Great no more taking advantage of USA no more
Great no more taking advantage of USA no more
Critiques a policy position (taking advantage of USA) with nationalist undertones about protecting Canadian interests.
@amanseekingtruth8875
Mar 4, 2025
Wait, wait... 7:50. Trump is not smart. Even Trump must know he's an idi&t.
Wait, wait... 7:50. Trump is not smart. Even Trump must know he's an idi&t.
Critiques Trump's intelligence with sarcastic tone, combining serious policy critique with mocking commentary.
@Joelmonterrey
Mar 4, 2025
All he needed to do to secure Canada's borders. They should be doing that anyways. But Trudeau decides to hurt his own people by having a trade war with the USA. CANADIANS are angry with …
All he needed to do to secure Canada's borders. They should be doing that anyways. But Trudeau decides to hurt his own people by having a trade war with the USA. CANADIANS are angry with Trudeau
Criticizes Trudeau's trade war policy while asserting Canadian public anger, blending policy analysis with identity claims.
@Al13n1nV8D3R
Mar 4, 2025
Why can’t Americans elect someone who will fight for the country for the people of this country?
Why can’t Americans elect someone who will fight for the country for the people of this country?
Criticizes leadership's failure to prioritize national interests, with implicit us-vs-them framing about who deserves representation.
@DJ_USA
Mar 4, 2025
Mr black faced racist the hero of Fnn?. He desolved Parliament rather than be thrown out, very democratic? Said Tariffs are bad so he now imposes tariffs? No credibility cant be trusted, since canada has …
Mr black faced racist the hero of Fnn?. He desolved Parliament rather than be thrown out, very democratic? Said Tariffs are bad so he now imposes tariffs? No credibility cant be trusted, since canada has still not met its NATO obligations.
Critiques Trudeau's credibility and policy inconsistencies (tariff hypocrisy, NATO obligations), with accusations of racism and undemocratic behavior presented as factual claims.
@tommay7735
Mar 4, 2025
Canada is ran by a tyrannical government ??
Canada is ran by a tyrannical government ??
Makes a critical claim about Canadian government being tyrannical, combining policy critique with alarmist framing.
@tyajjjjjjjjy
Mar 4, 2025
Hey …can you address the port tax on boats transporting goods. 1.5 million $ when a boat delivers goods through US ports if the boat carrying the goods was built in China. What about américain …
Hey …can you address the port tax on boats transporting goods. 1.5 million $ when a boat delivers goods through US ports if the boat carrying the goods was built in China. What about américain transport companies using china built boats ? Hope my country cuts your electricity. Than maybe Americans will wake up to the global mess they let this clown show create.
Commenter questions specific trade/port tax policies and calls for Canada to take retaliatory action against US economic measures.
@susanstokley2689
Mar 4, 2025
Lets talk about the homeless demographics!!!! And the expolsion of tbe number of CANADIANS LIVING HOMELESS IN THE LAST 5 YEARS
Lets talk about the homeless demographics!!!! And the expolsion of tbe number of CANADIANS LIVING HOMELESS IN THE LAST 5 YEARS
Calls for attention to homelessness crisis among Canadians, implicitly critiquing government priorities regarding immigration versus domestic welfare.
RaisingHarmonyRae
Aug 26, 2025
He's a joke?
He's a joke?
Brief dismissive statement about a political figure's competence, functioning as implicit criticism of leadership.
Policy Critique
0.75
@birdman1021
Mar 4, 2025
100% ,what are they gonna do about it? Nothing? Probably!
100% ,what are they gonna do about it? Nothing? Probably!
Expresses skepticism about government action on immigration with sarcastic tone, critiquing perceived inaction.
darlenewesley3617
Aug 27, 2025
Lol...?...the whiney Justin is digging Canada a deep grave
Lol...?...the whiney Justin is digging Canada a deep grave
Criticism of Prime Minister Trudeau's leadership with sarcastic tone, suggesting his policies are damaging Canada.
@TimeToTravel-u2x
Mar 4, 2025
Thank a Liberal for what we have become, Trudeau and now Carney.. Too many sheep.
Thank a Liberal for what we have become, Trudeau and now Carney.. Too many sheep.
Blames Liberal government leadership while dismissing supporters as 'sheep,' combining criticism with identity framing.
NateForrest461
Aug 27, 2025
Trudeau is a criminal!
Trudeau is a criminal!
Makes a strong accusation against political leadership, functioning as criticism of government rather than a factual claim.
Policy Critique
0.75
Momo-kq9hd
Aug 26, 2025
Why is Justin Trudeau lying..Dopey Don is not a smart guy…I know you have to stroke his ego..but that is a bridge too far…Sir..
Why is Justin Trudeau lying..Dopey Don is not a smart guy…I know you have to stroke his ego..but that is a bridge too far…Sir..
Criticizes political figures for dishonesty and ego-stroking behavior, blending critique of personal conduct with implied policy concerns.
@gailm.4324
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)