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
Of course, none of this has anything to do with fentanyl. He could care less about people dying, from fentanyl or from anything else. The man simply doesn’t care about anyone but himself.
Of course, none of this has anything to do with fentanyl. He could care less about people dying, from fentanyl or from anything else. The man simply doesn’t care about anyone but himself.
Criticizes a political leader for neglecting the fentanyl crisis and prioritizing self-interest over public welfare.
Policy Critique
0.80
@GoodWitchIntuitiveTarot
Mar 4, 2025
You can't fix whats not broken!!! FDT is demanding major changes where it's not realistic. Perhaps he believes his own lies. There were more illegal immigrants being removed under Biden, crime was down, the economy …
You can't fix whats not broken!!! FDT is demanding major changes where it's not realistic. Perhaps he believes his own lies. There were more illegal immigrants being removed under Biden, crime was down, the economy was going up parabolicaly. Reminds me of thugs breaking your shop windows and asking you to pay for protection.
Criticism of Trump's policy demands as unnecessary, with unverified claims about immigration removals and crime statistics under Biden.
@TheHuzbub
Mar 4, 2025
"You can take a man out of the village, but you cannot get the village out of a man". Immigration, in particular of India, as alluded in this video, is not a/the problem per se. …
"You can take a man out of the village, but you cannot get the village out of a man".
Immigration, in particular of India, as alluded in this video, is not a/the problem per se. After all, more than 50% of Canada is immigrants, if you don't want to consider French and English colonizers immigrants, too.
The real problem is when Indian immigrants, and truly any immigrants, DO NOT WANT TO ASSIMILATE and/or do not any effort in doing it.
Critiques immigration policy and immigrant behavior, arguing the real problem is lack of assimilation rather than immigration itself.
anurruti
Sep 21, 2025
When trump recommended terrifs everyone cried “oh that will only hurt Americans” but then Canada does it in response and everyone cheers? Like isn’t he by your own logic now screwing Canadians? Which is it …
When trump recommended terrifs everyone cried “oh that will only hurt Americans” but then Canada does it in response and everyone cheers? Like isn’t he by your own logic now screwing Canadians? Which is it people?
Challenges the logical consistency of Canada's tariff response to Trump's tariffs, questioning whether the policy actually harms Canadians as critics claim.
@thewarsimmoral2646
Mar 4, 2025
Say it with me reciprocal it means you charge us we charge you
Say it with me reciprocal it means you charge us we charge you
Explains and emphasizes a policy concept (reciprocal tariffs) as a response to trade dynamics.
Policy Critique
0.80
@SmithsoniamGeneticsO-HIGH-O
Mar 4, 2025
TRUDEAU DIDNT QUIT? WHY WOULD ANYONE LISTEN TO HIM. PS CANADA ORIGINAL WAS OREGON TERRITORY.
TRUDEAU DIDNT QUIT? WHY WOULD ANYONE LISTEN TO HIM. PS CANADA ORIGINAL WAS OREGON TERRITORY.
Criticizes the Prime Minister's credibility while making an unverified historical claim about Canadian territory.
@lauraleabo6932
Mar 4, 2025
Deport them right away. Claiming Asylum/refugee status & our government delaying deportation is just stupid. Theyre going to exploit this because of our weak liberal leaders. Weak.
Deport them right away. Claiming Asylum/refugee status & our government delaying deportation is just stupid.
Theyre going to exploit this because of our weak liberal leaders. Weak.
Critiques asylum/deportation policy as ineffective while expressing fear of exploitation and blaming weak leadership.
hjk2639
Feb 18, 2026
The opinion that they're importing labor is wrong. We're all dollar signs for the government. People are like cattle to a government.
The opinion that they're importing labor is wrong. We're all dollar signs for the government. People are like cattle to a government.
Disputes the 'importing labor' framing of immigration policy and critiques government treatment of people as commodities.
Policy Critique
0.80
8KilgoreTrout4
Sep 20, 2025
I came here from Nigeria as a professional. I must say the Canada govt has to develop some spines. I am grateful for the opportunity to be in Canada. I do not take it for …
I came here from Nigeria as a professional. I must say the Canada govt has to develop some spines. I am grateful for the opportunity to be in Canada. I do not take it for granted.
But truth be told, if you ve got a country like Canada, you cannot allow everyone in the world in. You can’t allow a single country change your demography except you are STUPID. Even heaven has boundaries. You can’t allow everyone. It is not wisdom to allow everyone.
Most western countries have left God, they have the civilization that came from Christianity but they have left Christ and are using their wisdom. They definitely will mess up things. Common wisdom will be difficult.
Nigerian immigrant sharing lived experience while critiquing Canada's immigration policy as too permissive and arguing for demographic preservation.
afekhideafekhide7499
Sep 20, 2025
The first thing that needs to happen is to take the multiculturalism rule out of the charter of rights. Go ahead, be multi cultural but within the 4 walls of your house. If you are …
The first thing that needs to happen is to take the multiculturalism rule out of the charter of rights. Go ahead, be multi cultural but within the 4 walls of your house. If you are unable to assimilate and learn the language and adopt the culture of the place you'd like to potentially call home then perhaps it isn't quite home then is it?
Calls for removal of multiculturalism from the charter and demands cultural assimilation as a condition of belonging.
RDslick
Sep 22, 2025
Trouble is, Donald Trump is NOT a very smart Guy. He is uneducated, is at times stupid and suffering from dementia.
Trouble is, Donald Trump is NOT a very smart Guy. He is uneducated, is at times stupid and suffering from dementia.
Criticizes Trump's intelligence and fitness for office, comparing him unfavorably to Canadian leadership.
@gk7908
Mar 4, 2025
Wow someone that can actually articulate a well thought out out sentence. Something the current dictator in the White House is unable to do.
Wow someone that can actually articulate a well thought out out sentence. Something the current dictator in the White House is unable to do.
Criticizes Trump's communication abilities and governance, using dehumanizing language ('dictator').
@SanityPotion776
Mar 4, 2025
Yeah I’m guessing if trump made that call this guy was doing something nefarious behind the scenes. His people hate him. He’s a baby dictator. He’s in no position to lecture anyone about governments hurting …
Yeah I’m guessing if trump made that call this guy was doing something nefarious behind the scenes. His people hate him. He’s a baby dictator. He’s in no position to lecture anyone about governments hurting their people!
Criticizes Trudeau's governance and character while making moral judgments about his leadership and hypocrisy.
@LPN_75
Mar 4, 2025
Reasonable!!!????? Yeah, just like when you froze the truck driver's accounts for some bullshit? When you threaten Nuclear against us?! Canada is a weak country that would be taken in the blink of an eye …
Reasonable!!!????? Yeah, just like when you froze the truck driver's accounts for some bullshit? When you threaten Nuclear against us?! Canada is a weak country that would be taken in the blink of an eye if we allowed it. ? Canada
Criticism of past government actions (account freezing, nuclear threats) combined with expressions of national vulnerability and security concerns.
@BrandedBell
Mar 4, 2025
Proper vetting is important. Illegal is illegal, should be thrown out.- message from india. We have same problem from bangladesi with more than 20 million illegals.
Proper vetting is important. Illegal is illegal, should be thrown out.- message from india. We have same problem from bangladesi with more than 20 million illegals.
Advocates for stricter vetting and enforcement against illegal immigration, comparing Canada's situation to India's experience with illegal migrants.
sanjeevchauhan522
Sep 20, 2025
Except the Liberals don't care, they are busy lining their own pockets. An Election ASAP so the citizens can choose. And Albertans can see just how Courpt the rest of this country is.
Except the Liberals don't care, they are busy lining their own pockets. An Election ASAP so the citizens can choose. And Albertans can see just how Courpt the rest of this country is.
Criticizes Liberal government handling of immigration while calling for immediate election intervention.
brendastebeleski6168
Feb 18, 2026
Please don't wipe fentanyl from the face of the earth. It's a medication we use in our hospitals every day.
Please don't wipe fentanyl from the face of the earth. It's a medication we use in our hospitals every day.
Challenges a policy position (eliminating fentanyl) by pointing out its legitimate medical use, critiquing the approach.
@txlee5513
Mar 4, 2025
instead of blaming INDIA, BLAME UR GOVT. THAT OPENED THE DOOR FOR ALL. and unlike US, Canada is importing the criminal type of Indians that hate india
instead of blaming INDIA, BLAME UR GOVT. THAT OPENED THE DOOR FOR ALL.
and unlike US, Canada is importing the criminal type of Indians that hate india
Blames government immigration policy while making unverified claims about Indian immigrants being 'criminal type.'
Advaitamanta
Sep 19, 2025
voluntary compliance ??? they did extortion and they are illegals , is this a joke?
voluntary compliance ??? they did extortion and they are illegals , is this a joke?
Expresses skepticism about policy enforcement regarding illegal immigrants committing extortion, questioning the adequacy of government response.
yijiequ662
Feb 18, 2026
Trump negotiated the current North American Trade Treaty but he forgot about it and criticize himself. What a smart guy??. Now he is engaging in trade war with our allies. Putin is winning. Next will …
Trump negotiated the current North American Trade Treaty but he forgot about it and criticize himself. What a smart guy??. Now he is engaging in trade war with our allies. Putin is winning. Next will be ending sanction against Russia, breaking up NATO and selling out Ukraine.
Criticizes Trump's trade and foreign policy inconsistencies while making unverified claims about Putin benefiting and NATO dissolution plans.
@AllanCease
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)