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
Thanks for saying it! Migrants need to be sent back.
Thanks for saying it! Migrants need to be sent back.
Calls for deportation of migrants as policy position, with implicit us-vs-them framing about who belongs in Canada.
bonniekrisher609
Aug 28, 2025
Trudeau's words would fall on deaf ears.... Trump only listens to Putin...
Trudeau's words would fall on deaf ears.... Trump only listens to Putin...
Critiques Trump's diplomatic approach and suggests he ignores Canadian positions, comparing leadership styles.
@AnythingJW
Mar 4, 2025
We’re was this man the last 9 years??? Maybe give this Country a Military that’s Great!! And give us back our rights to protect and defend ourselves and our country this is what we need …
We’re was this man the last 9 years??? Maybe give this Country a Military that’s Great!! And give us back our rights to protect and defend ourselves and our country this is what we need to stay independent sovereign and ? ?♥️god bless
Criticizes government's military spending and civil liberties policies while implicitly calling for change in priorities.
@jennoneil9632
Mar 4, 2025
the liberals and NDP belong in prison...Its not TRumps falt its Trudeaus falt
the liberals and NDP belong in prison...Its not TRumps falt its Trudeaus falt
Attacks Liberal and NDP policies while deflecting blame to Trudeau rather than Trump, combining critique with blame assignment.
@BrendaMacdonald-s1h
Mar 4, 2025
Look at the clown we just got rid of, and people wonder why we have so many. Shit aint gonna get better with the clown we got now either.
Look at the clown we just got rid of, and people wonder why we have so many. Shit aint gonna get better with the clown we got now either.
Criticizes government leadership and immigration policy through sarcastic language about political leaders.
82spoon82
Aug 30, 2025
It’s not about fentanyl.
It’s not about fentanyl.
Brief dismissal of the fentanyl justification as the real reason for Trump's actions, implying the stated rationale is false.
Policy Critique
0.75
@LauraRooney-n1r
Mar 4, 2025
that clown is leaving office soon so he doesnt care.
that clown is leaving office soon so he doesnt care.
Dismissive criticism of Trudeau's leadership and motivation, suggesting his actions lack genuine commitment.
Policy Critique
0.75
@tyrone1dotcalm
Mar 4, 2025
Donald should just be imposing tarifs on non-allies. Look after your friends and they'll look after you.
Donald should just be imposing tarifs on non-allies. Look after your friends and they'll look after you.
Suggestion for alternative tariff policy based on alliance relationships, offering policy analysis and critique.
@TheCozzie99
Mar 4, 2025
Strong words. You had a month to sort it you dumbass.
Strong words. You had a month to sort it you dumbass.
Criticism of government response time and effectiveness, though expressed with personal insult.
Policy Critique
0.75
@ians713
Mar 4, 2025
The immigrant voices (those who were vetted appropriately and who came to become Canadian citizens, with respect for the culture of Canada) are powerful and impactful and bear so much weight. Thank you for speaking …
The immigrant voices (those who were vetted appropriately and who came to become Canadian citizens, with respect for the culture of Canada) are powerful and impactful and bear so much weight. Thank you for speaking out, brothers and sisters. You are correct, I am not upset with immigrants per se, but am frustrated with how leaky and inept the government has been with their slack policies. I have been in public parks and watched as non-English speaking immigrants leave their trash littering a park! Where they do not respect personal space. I want to live with people who are interested in being Canadian and respect the cultural values and norms of Canadian citizens, NOT those who plan to come in and take over. Come on, guy who said Muslims are going to take over Canada. How well received do you thing that will be?! I have Muslim and Indian friends and they are not like this idiot.
Criticizes government immigration policy as 'leaky and inept' while asserting cultural integration expectations and distinguishing between 'good' and 'bad' immigrants.
Debraa-h7d
Sep 7, 2025
Wow it took 10 years 😅😅😅😅😅😅😅😅😅😅😅 idiots
Wow it took 10 years 😅😅😅😅😅😅😅😅😅😅😅 idiots
Criticizes the slow pace of government processing (10 years) and calls decision-makers 'idiots,' expressing frustration with bureaucratic inefficiency.
Policy Critique
0.75
gregfrie1458
Sep 9, 2025
Its a wake up call for Canada , self sufficient is the word
Its a wake up call for Canada , self sufficient is the word
Frames Canada's immigration stance as a necessary 'wake up call' emphasizing self-sufficiency, critiquing current policy direction.
@princemushfiq
Mar 4, 2025
Our closest “friend” with open boarders.
Our closest “friend” with open boarders.
Critiques Canada's border policy as too open while using sarcastic quotation marks around 'friend,' suggesting policy analysis with nationalist undertones.
@nancytucker7503
Mar 4, 2025
Looks to me like everyone is loosing except Trump’s EGO!!!?\nBig Boss Man RIGHT?..?
Looks to me like everyone is loosing except Trump’s EGO!!!?\nBig Boss Man RIGHT?..?
Critiques trade war outcomes as economically negative for all except Trump's ego, with sarcastic tone.
@RichardLoomis-k7x
Mar 4, 2025
The president just wanted to be fair trade
The president just wanted to be fair trade
Brief critique of Trump's trade policy framed as an attempt at fairness, though ambiguous in tone.
Policy Critique
0.75
@tommydeng8425
Mar 4, 2025
There is nothing tight about Canada’s immigration policy
There is nothing tight about Canada’s immigration policy
Brief assertion that Canada's immigration policy is not sufficiently restrictive, critiquing government enforcement.
Policy Critique
0.75
evgenikolev2926
Feb 11, 2026
Geez CNN, you did not let your American audience hear some of the most important things said! Americans, if you want to know everything, go to CBC and listen to the whole broadcast! AND GEEZ, …
Geez CNN, you did not let your American audience hear some of the most important things said! Americans, if you want to know everything, go to CBC and listen to the whole broadcast! AND GEEZ, American journalists STOP repeating the lies... you know from the facts on your own border website that THIS IS NOT ABOUT FENTANYL OR ILLEGAL IMMIGRATION! It's shocking to me how you all keep repeating Trump's false claims when you know they are FALSE!
Criticizes media coverage and accuses journalists of repeating false claims about fentanyl and immigration, combining media critique with disputed factual assertions.
@silkeotd7194
Mar 4, 2025
A tariff on every company that donated to his campaign sounds just fine with me.??
A tariff on every company that donated to his campaign sounds just fine with me.??
Proposes a tariff policy as a form of political punishment, expressing approval of economic sanctions.
@spankcraft8912
Mar 4, 2025
Spoken like a true drug addict. Didn’t he legalize drugs in Canada? Trudeau, you’re as fake as a three dollar bill.
Spoken like a true drug addict. Didn’t he legalize drugs in Canada? Trudeau, you’re as fake as a three dollar bill.
Criticizes Trudeau's drug policy and character, combining policy critique with personal attacks and identity-based dismissal.
@oscarmorvillo2267
Mar 4, 2025
You leftists whining about Trump only have yourselves to blame. You voted for Biden/Harris and thats what your party put forth as the best candidates.\n\nThey failed so bad that the majority of the country went …
You leftists whining about Trump only have yourselves to blame. You voted for Biden/Harris and thats what your party put forth as the best candidates.\n\nThey failed so bad that the majority of the country went with a better choice. Blame your party to put up better candidates next time.
Criticizes Democratic party leadership and candidate selection while asserting partisan identity through blame-assignment.
@picklesandufos7860
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)