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
Canada should do everything in its power to reduce its dependence on the USA for trade and security to protect itself from a Trump administration gone crazy. There is a chance that the current policies …
Canada should do everything in its power to reduce its dependence on the USA for trade and security to protect itself from a Trump administration gone crazy. There is a chance that the current policies of the Trump administration will be carried forward by future Republican presidents given how the party is now dominated by MAGA people. We all need to consider the possibility that the USA will not be going back to normal anytime soon.
Advocates for Canadian policy changes to reduce US dependence, analyzing Trump administration as a systemic threat requiring strategic economic repositioning.
@slovokia
Mar 4, 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
So he says he is going to lower grocery prices but goes out of his way to do the opposite. Who voted for this clown?
So he says he is going to lower grocery prices but goes out of his way to do the opposite. Who voted for this clown?
Criticizes a political leader's contradictory actions on grocery prices and questions voter judgment.
Policy Critique
0.85
@jordanryan5829
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
Canada should fix the border problem which has caused the fentanyl problem in USA.
Canada should fix the border problem which has caused the fentanyl problem in USA.
Critiques Canadian border policy as causing downstream problems (fentanyl crisis in USA).
@killingtime5795
Mar 4, 2025
I dont wanna sound mean but ya'll can thank our prime minister for that
I dont wanna sound mean but ya'll can thank our prime minister for that
Directly attributes immigration problems to the Prime Minister's policy decisions.
Policy Critique
0.85
randomencountersteelix
Feb 18, 2026
It’s been said for years ever since trump stepped into politics. trump is Americas greatest security threat and the worst president ever
It’s been said for years ever since trump stepped into politics. trump is Americas greatest security threat and the worst president ever
Criticism of Trump as a security threat and failed president, framing him as dangerous to the nation.
@Neveralone412
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
It's obvious Trump wants to tear down all of the alliances we currently have and forge a new one with Russia. I only hope that enough GOP politicians are moral and ethical enough to stop …
It's obvious Trump wants to tear down all of the alliances we currently have and forge a new one with Russia. I only hope that enough GOP politicians are moral and ethical enough to stop this. Right now, the GOP is just enabling him.
Critiques Trump's foreign policy direction and appeals to GOP politicians' moral responsibility to oppose it.
@bobcarn
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
Carney government failing.
Carney government failing.
Brief criticism of government performance on an unspecified issue, likely related to the video topic.
Policy Critique
0.85
kinfolk127
Feb 18, 2026
Correction: the US government didn't do this, trump and his cronies did it
Correction: the US government didn't do this, trump and his cronies did it
Distinguishes between US government and Trump administration, critiquing attribution of responsibility for policy actions.
@architeuthis3476
Mar 4, 2025
Well here we go…we have a massive immigration problem and this is the first news report I’ve seen that talks deportation, 10! Wow, millions here on temporary visas that are now expired and we’ve deported …
Well here we go…we have a massive immigration problem and this is the first news report I’ve seen that talks deportation, 10! Wow, millions here on temporary visas that are now expired and we’ve deported 10!
Criticizes government response to immigration as inadequate, citing millions of expired visa holders versus only 10 deportations.
mikeking134
Feb 18, 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
Trump is an imbecile ??????
Trump is an imbecile ??????
Direct criticism of Trump's competence and leadership without elaboration.
Policy Critique
0.85
@gazzalad8901
Mar 4, 2025
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of …
Did none of the hypocrites here see through the hypocrisy of this video?
That half naked man on the street complaining about people being naked in their house
Landlords happy about growing rent
All of these people pay taxes,almost everyone seen in the video works,and last I checked even blue collar workers pay taxes,from an uber eats driver to the nurse
These people come here legally paying double and triple in fees,they're not illegal immigrants like many in USA
The church was sold willingly for money and then the temple was built,all temples pay property taxes and were bought with money
No one wants to talk about diploma mills willingly giving admissions to the students
The people welcomed the youtuber with open arms,explained things,gave answers and a lot of food
Some things need improvement I totally agree like Indians need to maintain cleanliness and integrate but overall what a piece of propaganda this video is,people in comments literally ignoring how welcoming the people were to this youtuber
That guy is totally right,people don't really face racism irl
Anyways I am glad people irl are not like people online,I love Canada and always will and I'm proud of how welcoming and open Canada is
🇨🇦❤️
The commenter critiques the video as propaganda and defends legal immigrants' contributions, taxes, and integration efforts while arguing the video misrepresents Canadian welcoming attitudes.
divitkarekar5803
Sep 19, 2025
Don’t listen to this fool…Trump set tariffs so Mexico and Canada stop importing fentanyl chemicals from China. \nTrudeau is an idiot.
Don’t listen to this fool…Trump set tariffs so Mexico and Canada stop importing fentanyl chemicals from China. \nTrudeau is an idiot.
Criticizes Trudeau's handling of tariffs and fentanyl policy while dismissing the speaker as a 'fool,' combining policy analysis with derogatory framing.
@paulpachis9689
Mar 4, 2025
It's incredibly sad to see what has happened to Canada.... the legacy of the Trudeau government.
It's incredibly sad to see what has happened to Canada.... the legacy of the Trudeau government.
Criticizes government policy and its perceived negative impact on Canadian culture and society.
ayoubinnis8313
Sep 19, 2025
Trudy needs to get kicked out
Trudy needs to get kicked out
Direct criticism of Prime Minister Trudeau with implicit call for his removal from office.
@tony-p3h7o
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)