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
Once again you can't fault the immigrants. Trudy and his henchmen were paid handsomely to invite them.
Once again you can't fault the immigrants. Trudy and his henchmen were paid handsomely to invite them.
Critiques government policy and leadership for inviting immigrants while deflecting blame from immigrants themselves.
Policy Critique
0.85
rocco...
Sep 20, 2025
Conservatives brought in a lot of people as well
Conservatives brought in a lot of people as well
Points out that Conservative government also increased immigration, critiquing partisan blame-shifting in policy debate.
Policy Critique
0.85
GuyBuddy-i6q
Sep 20, 2025
The reason Indians migrate to the west is because it is cleeeeaaaan. Secondly, it’s ordered. No one goes about acting kingshit. He’d land in jail. The reason it become shitty is because the immigrants don’t …
The reason Indians migrate to the west is because it is cleeeeaaaan. Secondly, it’s ordered. No one goes about acting kingshit. He’d land in jail. The reason it become shitty is because the immigrants don’t understand how this place works and they destroy what attracted them to the place.
Critiques immigrant integration and cultural assimilation while making claims about why immigrants come to Canada and how they affect society.
zoneheadza5916
Sep 20, 2025
Lots of drama. Stop fentanyl thats all american government is asking.
Lots of drama. Stop fentanyl thats all american government is asking.
Dismisses broader diplomatic drama to focus on fentanyl as the core policy issue the US government should address.
Policy Critique
0.85
@raymundcanapi1572
Mar 4, 2025
The government is useless I can't believe you guys allow this🤦🏽♀️So what is Canada to you guys? Your pockets??💰 These people already have a home there's no need for them to bring their home. There's …
The government is useless I can't believe you guys allow this🤦🏽♀️So what is Canada to you guys? Your pockets??💰 These people already have a home there's no need for them to bring their home. There's nothing wrong with practicing in your home. If the tables were to turn if Canadians came to do the same to their country they would flip. Which is easy for the Muslim to do the same 🤔 All they're doing is setting an example by teaching their children to hate even more. Segregation, dominance, and arrogance is not the way in Canada. Every Nation comes here just as they come here as well too. If they miss their home so bad go back!!! No need for this terrible 😔
Criticizes government immigration policy while asserting Canadian cultural identity and expressing concern about cultural segregation and integration.
simmytan4243
Sep 20, 2025
end result of neoliberal capitalism, it was never going to be any other way
end result of neoliberal capitalism, it was never going to be any other way
Critiques immigration outcomes as inevitable result of neoliberal capitalist economic policy.
Policy Critique
0.85
CyberHabibi
Sep 20, 2025
There should be a country cap in Canada on every single pathway to move to Canada.
There should be a country cap in Canada on every single pathway to move to Canada.
Proposes specific policy change to immigration pathways based on country-of-origin caps.
Policy Critique
0.85
SS.9317
Sep 19, 2025
What a Tragedy the Caste discrimination is growing in Canada Canadian government should pass law in their constitution to ban Caste discrimination because Indian people practice Casteism wherever they live, work and breath
What a Tragedy the Caste discrimination is growing in Canada
Canadian government should pass law in their constitution to ban Caste discrimination because Indian people practice Casteism wherever they live, work and breath
Calls for government policy action against caste discrimination while making an unverified generalization that Indian people practice casteism wherever they live.
RaipurBankwale
Sep 19, 2025
The problem that i see here in Canada, each province doesn’t work together. One province will block other province flow of products. Hope that provinces will help one another.
The problem that i see here in Canada, each province doesn’t work together. One province will block other province flow of products. Hope that provinces will help one another.
Critiques inter-provincial coordination and trade policy, identifying systemic governance problems without personal narrative or moral framing.
Policy Critique
0.85
@JBB1636
Mar 4, 2025
Then Stop ripping us off Mr Govener
Then Stop ripping us off Mr Govener
Criticizes government policies or practices as exploitative toward citizens.
Policy Critique
0.85
@Slimmy47
Mar 4, 2025
If you try to show "WE ARE VERY NICE" this is what you get... secondly CANADA is allowing anybody/everybody
If you try to show "WE ARE VERY NICE" this is what you get... secondly CANADA is allowing anybody/everybody
Criticizes Canada's immigration policy as too permissive, framing it as a failure of the nation's self-presentation strategy.
thenaztika
Sep 19, 2025
Politicians have destroyed your country just for power.
Politicians have destroyed your country just for power.
Blames politicians for national decline through policy decisions, critiquing government leadership.
Policy Critique
0.85
what9621
Feb 1, 2026
this is NEWS to them? should have realized this at least 10 years ago!
this is NEWS to them? should have realized this at least 10 years ago!
Commenter criticizes government/institutions for delayed recognition of an immigration issue, implying policy failure over a decade.
Policy Critique
0.85
chion918
Feb 3, 2026
How ridiculous is this? America has a 58 billion dollar trade surplus with Canada so explain to me how Trump thinks his nation is being screwed by Canada?
How ridiculous is this? America has a 58 billion dollar trade surplus with Canada so explain to me how Trump thinks his nation is being screwed by Canada?
Critiques Trump's trade policy claims by presenting economic data (trade surplus) to challenge the premise of his position.
@BernardMorrey
Mar 4, 2025
It's the governments' fault for allowing so much immigration. People from 3rd world countries will always want a better life for their children which is why they work so hard to become doctors and engineers …
It's the governments' fault for allowing so much immigration. People from 3rd world countries will always want a better life for their children which is why they work so hard to become doctors and engineers and then migrate. But it is the governments' responsibility to take care of their own country's demographics and policies.
Yet racists string up the hardworking immigrants with the low quality hooligans. Even though the immigrants dont want any trouble but live their life peacefully. Shame.
Critiques government immigration policy while defending immigrants' work ethic and condemning racism as unfair.
Rana14796
Sep 19, 2025
I am shocked by all the praising comments from American on this site. As Canadians we are ashamed of this dumbass who is most disgraceful dumbass leader Canada has seen. He has destroyed Canada. People …
I am shocked by all the praising comments from American on this site. As Canadians we are ashamed of this dumbass who is most disgraceful dumbass leader Canada has seen. He has destroyed Canada. People are lining up at food banks. We are very poor. Joining the U.S.A is our only way out.
Primarily criticizes the Prime Minister and government policy (food banks, poverty), with secondary identity assertion (Canadian shame) and fear/threat framing (joining USA as escape).
@fatimaalzahra2644
Mar 4, 2025
Trudeau still doesn't get it: it doesn't matter what he thinks or does for the US. It won't be enough to please Trump unless he sells his country to him.
Trudeau still doesn't get it: it doesn't matter what he thinks or does for the US. It won't be enough to please Trump unless he sells his country to him.
Criticism of Trudeau's approach to U.S. relations, with an underlying concern that appeasement will lead to loss of national sovereignty.
@user-im7vn8fp8v
Mar 4, 2025
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of familiarity and comfort. Brampton’s story reflects this same human instinct to find community and preserve traditions in a new place without disturbing the territorial harmony(but that didn't go well).
At the same time, Indian culture and values are inherently inclusive, with a long history of adapting and coexisting with diverse communities. The real challenge lies not in immigrants forming close-knit groups, but in how well both newcomers and longtime residents accept and integrate with each other. When mutual respect and openness exist, diversity becomes a strength rather than a division.
That said, the scale and pace of Brampton’s demographic change raise important policy questions. The Canadian government should have anticipated and planned for this transformation much earlier. Whether they did not act, or could not act, is a question only they can answer but it is central to understanding today’s challenges.
Primarily critiques government planning and policy response to demographic change in Brampton, while also comparing cultural clustering across regions and appealing to values of mutual respect and integration.
manipar6
Sep 19, 2025
How about letting immigrants coming into the country that if they commit a crime they will be deported and be banned for 10 years. That would be a great deterrent to those that don't want …
How about letting immigrants coming into the country that if they commit a crime they will be deported and be banned for 10 years. That would be a great deterrent to those that don't want to properly integrate into our society.
Proposes a specific policy solution (deportation for crimes) as a critique of current immigration enforcement.
madjackpatciderhouserules8436
Jan 30, 2026
stop immigration system or atleast put country cap system. Indians are turning canada into India. The companies now only hire indians because of cheap labor or going offshore. I work ina company and 60percent are …
stop immigration system or atleast put country cap system. Indians are turning canada into India. The companies now only hire indians because of cheap labor or going offshore. I work ina company and 60percent are from india, sometimes i feel living in india than in canada
Calls for immigration restrictions and makes unsubstantiated claims about hiring discrimination and cultural replacement by Indian immigrants.
Naruto-xx2lr
Sep 19, 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)