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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Identity Assertion
5,512 comments
USA first, we'll get back to you. I'll take the inflation. They need us more than we need you.
USA first, we'll get back to you. I'll take the inflation. They need us more than we need you.
Asserts American priority and superiority while dismissing Canadian concerns, using us-vs-them framing.
@rickybarnett9981
Mar 4, 2025
Wow! Whi care what all you hammer sickle lovers repect. You are all nonessential
Wow! Whi care what all you hammer sickle lovers repect. You are all nonessential
Uses dehumanizing language ('nonessential') and dismissive identity framing against perceived political opponents.
@Sukaroostercommie
Mar 4, 2025
Canada is not the greatest country in the world 😂 don’t make me laugh
Canada is not the greatest country in the world 😂 don’t make me laugh
Dismisses Canada's status as a great nation with sarcastic humor, asserting a critical view of Canadian national identity and standing.
MoeCamera
Dec 9, 2025
I am not racist in any way shape or form- my grandfather was in Germany and he was on the Beach in Normandy. He saw his friend die in a foxhole beside him and my …
I am not racist in any way shape or form- my grandfather was in Germany and he was on the Beach in Normandy. He saw his friend die in a foxhole beside him and my grandfather came home with shrapnel in his leg. His suffered all of this to give us our freedoms and a safe place to live. One of my uncles would never speak his language - Italian in front of anyone that didn’t understand it. I asked him why not? His answer was simple “its’s a rude!”
Such eloquence from broken English.
I am sick of not being allowed to stand up for my way of life, my culture and belief system without being accused of stamping on somebody else’s! I am Catholic I pray at home or at church in my car out on a walk! Nobody is subjected to it or restricted by it religion is a deeply personal thing we have churches and religious places of gathering that are everywhere that have been permitted when other countries would absolutely not allow such freedoms but it still is not enough and we are wrong for being upset by their intolerance and rudeness. I am disabled - if I was not married I would be living on the street. Students immigrants are given better housing and more money to survive on than me - who was a part of this workforce and a taxpayer from the age of 12 I have had some sort of job until I was injured at work. We aren’t racist we are fed up, abandoned and disgusted with out social safety net being handed out to others who do nothing but complain that it’s not enough! I just want to be able to survive in my home country - the country I have paid taxes into all my life. Is there another country in the world that puts itself and its people last as Canada does??? I really want to know. Where could I move and be treated as a Canadian immigrant is treated here???
Extended personal narrative defending cultural/religious expression and national identity while claiming unfair resource distribution to immigrants over citizens.
elmersmammalove8577
Aug 28, 2025
it ok we are Canadian, we doing ok ?we will be find.God bless CANADA ????
it ok we are Canadian, we doing ok ?we will be find.God bless CANADA ????
Asserts Canadian identity and confidence in national resilience with patriotic framing.
@tuyetle8702
Mar 4, 2025
I don’t personally like immigration, especially on large scales, but they’re not a violent group of people and they typically don’t disrupt the way other races do
I don’t personally like immigration, especially on large scales, but they’re not a violent group of people and they typically don’t disrupt the way other races do
Expresses personal opposition to immigration while comparing behavior across racial groups.
Cryptokev69
Feb 3, 2026
Thank goodness 🙏🏾 these Singh's are out of control.
Thank goodness 🙏🏾 these Singh's are out of control.
Uses ethnic/religious identifier ('Singh's') to express concern about a specific immigrant group, framing them as problematic.
Libtard1
Jan 15, 2026
The immigrants just don't integrate to Canadian morals. That is the problem. This is why we are losing our culture. (if Canada didn't take migrants I'd bet we'd have more kids and we are just …
The immigrants just don't integrate to Canadian morals. That is the problem. This is why we are losing our culture. (if Canada didn't take migrants I'd bet we'd have more kids and we are just adjusting to a population size that reflects our needs)
Maybe ACTUAL Canadians should flip the fuck out like we do in war. I am hating how much worse Canada has gotten and I feel that if I put in more effort there will be the opposite of a reward at the end.
Paying families to have kids means that women won't go to their corpo daycare.
The more people you bring with NOTHING, takes away from those who paid for it and everyone suffers.
Centers on cultural loss and identity threat ('losing our culture'), with secondary economic and demographic anxiety about resource distribution.
Xlaxsauce
Sep 10, 2025
Justin Trudeau is sucha clown ?? just turn off the power and call it a day
Justin Trudeau is sucha clown ?? just turn off the power and call it a day
Dismissive characterization of Trudeau with sarcastic suggestion, combining identity-based criticism with satirical tone.
@timothypascual7509
Mar 4, 2025
Imagine if ANY of our own politicians had the spine to say it like it is.
Imagine if ANY of our own politicians had the spine to say it like it is.
Canadian commenter contrasts Trudeau's courage with domestic politicians, asserting national identity and values around political integrity.
@jayvolak
Mar 4, 2025
Bringing in Arab, Indian and African migrants to make the mexican ones look better is some 6d chess moves.
Bringing in Arab, Indian and African migrants to make the mexican ones look better is some 6d chess moves.
Makes a conspiratorial claim about deliberate demographic manipulation using ethnic/national categories to create hierarchies.
IroncladStranger
Jan 27, 2026
The American people don't give a s*** what this guy says
The American people don't give a s*** what this guy says
Asserts that 'the American people' hold a collective dismissive position, framing in-group sentiment.
Identity Assertion
0.78
@renzecollins8991
Mar 4, 2025
🌈🧬🦄🧬🌈 The Punjabi folks are generally quite hard working and family oriented. They will mostly welcome white people as family too. It is just too many too fast though they agree.
🌈🧬🦄🧬🌈 The Punjabi folks are generally quite hard working and family oriented. They will mostly welcome white people as family too. It is just too many too fast though they agree.
Characterizes Punjabi immigrants by cultural traits while expressing concern about demographic pace and intergroup acceptance.
therealcattogaming5811
Jan 27, 2026
Fucking thank you so much man! I’m so fucking sick of them
Fucking thank you so much man! I’m so fucking sick of them
Emotional expression of frustration toward an out-group with profanity, indicating us-vs-them sentiment without specific policy critique.
cattlecooker953
Jan 27, 2026
Elbows up! Canadians have fought valiantly in every war, and this will be no exception. We're nice until someone crosses us. Just watch.
Elbows up! Canadians have fought valiantly in every war, and this will be no exception. We're nice until someone crosses us. Just watch.
Asserts Canadian identity through military history and national character ('nice until crossed'), framing Canada as strong and principled.
@JanetLees
Mar 4, 2025
THANK YOU SO MUCH FOR making this video.. the audacity of that rat looking dude to ask if he will refuse sharia law? What an idiot YOU LEFT YOUR OWN COUNTRY and have the nerve …
THANK YOU SO MUCH FOR making this video.. the audacity of that rat looking dude to ask if he will refuse sharia law? What an idiot YOU LEFT YOUR OWN COUNTRY and have the nerve to call us down for not accepting ur religion.... Piss off.. this government is a joke. How about Quebec take the over 1 million immigrants they took in this year alone, and we'll break off into our own country and make sure they can't BIDEN-IZE Canada. Don't stay quiet.. we need to be heard this is crazy.
Asserts Canadian identity and values against perceived immigrant demands, with separatist framing and calls for vocal resistance.
OliverCloseoffe8888
Sep 7, 2025
People that support justice and democracy are always respectful in comments, but if you read what putin and trump supporter's have to say, it's just insults and arrogance. That's the difference. Unfortunately, the uneducated form …
People that support justice and democracy are always respectful in comments, but if you read what putin and trump supporter's have to say, it's just insults and arrogance. That's the difference. Unfortunately, the uneducated form a majority in trumps supporters.
Uses us-vs-them framing to distinguish supporters of justice/democracy from Trump/Putin supporters, making claims about character differences.
@a.b.7457
Mar 4, 2025
And this is how a loser, an enemy of Canada, which he worked to destroy from within, the worst Prime Minister in canadian history - Trudeau, suddenly becomes a hero because of the actions of …
And this is how a loser, an enemy of Canada, which he worked to destroy from within, the worst Prime Minister in canadian history - Trudeau, suddenly becomes a hero because of the actions of the Manchurian president Trump.
Frames Trudeau as enemy of Canada while positioning Trump as inadvertent ally, using nationalist framing of who belongs/threatens the nation.
@mariuspopescu284
Mar 4, 2025
Every where you go you can see Punjabi celebrations everywhere it’s like no other culture exists! Way too much immigrants! We don’t want to be forced to see or participate in other peoples culture practice …
Every where you go you can see Punjabi celebrations everywhere it’s like no other culture exists! Way too much immigrants! We don’t want to be forced to see or participate in other peoples culture practice your culture or religion at home please!
Expresses concern about cultural dominance and asserts preference for cultural separation, framing immigrant cultural expression as threatening.
Ceavan13
Sep 11, 2025
Working Canadians support Trump. All the loud mouths that take 25 years to pay off their mortgage talking shit about a man thats made it big several times hahaha the same uneducated liberal followers that …
Working Canadians support Trump. All the loud mouths that take 25 years to pay off their mortgage talking shit about a man thats made it big several times hahaha the same uneducated liberal followers that are agreeing with the prime minister that ruined Canada and helped fund the killing in both Ukraine and Palestine. Pathetic! Clown trying to pin Trumps tarifs that just started today for the mess hes caused..no wonder 80% of Canadians are embarrassed but the comments here show the other 20%
Strong us-vs-them framing dividing Canadians into groups (working Canadians vs. 'loud mouths'), with criticism of political opponents and leaders.
@Matt-o8x
Mar 4, 2025
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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)