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
India must find a way to stop India's brain from flowing down into the drain asap. One option may be to remove DTAA & impose income tax on foreign gross income of Indian citizens, like …
India must find a way to stop India's brain from flowing down into the drain asap. One option may be to remove DTAA & impose income tax on foreign gross income of Indian citizens, like the US (US citizens/GC holders are taxed on their worldwide income, regardless of where they reside), & build a world-class work environment in India with that tax amount, so that high-skilled Indian talents can return back to India to start start-up to develop app like WhatsApp/FB/Google/Amazon/MS/Meta (like China) or find suitable job/Business.
Critiques India's policy framework and proposes specific tax/regulatory changes to retain talent, comparing India's approach to the US model.
sdatta123
Oct 4, 2025
You talk about the French Language??? Ottawa is a ENGLISH province. The French language was implemented by Trudeaus dad when it was English only and Quebec wanted to separate. The French people take up our …
You talk about the French Language??? Ottawa is a ENGLISH province. The French language was implemented by Trudeaus dad when it was English only and Quebec wanted to separate. The French people take up our government jobs in Ottawa and leave the lower paying jobs to other non speaking French. Go to Quebec they have NO ENGLISH SIGNS, but come to Ottawa making sure they are entitled!. Im sick of the language barrier its discrimination and take the free riders from other countries with you.
Critiques language policy implementation and claims French speakers receive preferential government job treatment, framing it as discrimination.
Pantherqueen-r2i
Aug 27, 2025
As a Trump supporter and a Trudeau detractor, it is becoming more obvious to me that this threat of tariffs has become Trumps way of bullying Canadians into becoming the 51st state. I also believe …
As a Trump supporter and a Trudeau detractor, it is becoming more obvious to me that this threat of tariffs has become Trumps way of bullying Canadians into becoming the 51st state. I also believe at the same time, Trudeau has finally grown a set of balls because he is on his way out. That being said, my respect for “Donald” is falling off. I have not lost respect for the American people but I have for current American policies…
Nuanced critique of both Trump's tariff tactics and Trudeau's response, with personal political positioning and concern about sovereignty.
@danhie3606
Mar 4, 2025
Trudeau says it is a bad policy change. That said, Quebec has their own immigration policy
Trudeau says it is a bad policy change. That said, Quebec has their own immigration policy
References government policy positions and provincial immigration autonomy, analyzing political responses to immigration policy.
Policy Critique
0.81
CanadianReturnee
Feb 11, 2026
Mr. Trudeau if you hadn’t destroyed Canada’s economy we wouldn’t be in this situation of weakness. You are delusional to think that we should trust a liberal government to save us.
Mr. Trudeau if you hadn’t destroyed Canada’s economy we wouldn’t be in this situation of weakness. You are delusional to think that we should trust a liberal government to save us.
Criticizes the Prime Minister's economic policies and questions the credibility of the government to address national challenges.
@Curlyhow
Mar 4, 2025
Liberals ruined this country. No going back folks and we can thank Trudeau and his special interest groups. We are focked.
Liberals ruined this country. No going back folks and we can thank Trudeau and his special interest groups. We are focked.
Blames the Liberal government and Trudeau for immigration policy failures, framing it as ruinous to the country.
donl9701
Jan 6, 2026
Everyone is complaining about immigration, but did someone cared to look at reason why developed countries are bringing immigrants!!
Everyone is complaining about immigration, but did someone cared to look at reason why developed countries are bringing immigrants!!
Critiques public discourse by questioning whether people understand the economic/structural reasons developed nations recruit immigrants.
mr.unknown9454
Feb 9, 2026
This man is so hated by his own people that he resigned 2 months ago and his replacement is set to take office sometime soon. Don’t let his way with words sway you the way …
This man is so hated by his own people that he resigned 2 months ago and his replacement is set to take office sometime soon. Don’t let his way with words sway you the way it did Canadians for almost a decade. That is all he is— all words and no action.
Critiques Trudeau's record as ineffective ('all words and no action') while warning against repeating Canadian electoral patterns, framing it as a cautionary comparison.
@VanessaH22
Mar 4, 2025
If you look in on CBC or CTV news, what are they talking about ? Poilievre's leadership. They hold the Liberals to account exactly never.
If you look in on CBC or CTV news, what are they talking about ? Poilievre's leadership. They hold the Liberals to account exactly never.
Criticizes media coverage and accountability disparities between political parties regarding immigration policy.
BrianFantana-v2f
Feb 26, 2026
“I can’t say. I’m a student worker”. Welcome to Canada where people are afraid to speak frankly.
“I can’t say. I’m a student worker”. Welcome to Canada where people are afraid to speak frankly.
Critiques Canadian culture as inhibiting free speech, using the video subject's caution as evidence of systemic suppression of immigration criticism.
poorboysadventures4636
Jan 27, 2026
the problem with people that immigrate to foreign countries - they think they are being treated unfairly because they pay higher fees. Most of people that immigrate for study dont know that the domestics get …
the problem with people that immigrate to foreign countries - they think they are being treated unfairly because they pay higher fees. Most of people that immigrate for study dont know that the domestics get charged lower because their fees are subsidized.
Critiques immigrant understanding of education policy, explaining the rationale behind differential tuition fees for domestic vs. international students.
Policy Critique
0.81
TruthSeeking007
Oct 2, 2025
So the province is running a deficit. Lolololol. This woman is useless. Her entire platform was divisive, she literally has done nothing for the province other than push forward and add gas to “independence”. She …
So the province is running a deficit. Lolololol. This woman is useless. Her entire platform was divisive, she literally has done nothing for the province other than push forward and add gas to “independence”. She needs to go.
Criticizes provincial leadership for financial mismanagement and divisive politics, implicitly calling for her removal.
@Andrico77
Feb 20, 2026
Time to get rid of the income tax entirely, it was a temporary measure to fund World War 1 and that ended 106 years ago.
Time to get rid of the income tax entirely, it was a temporary measure to fund World War 1 and that ended 106 years ago.
Challenges the legitimacy of income tax policy by questioning its historical justification and calling for its elimination.
Policy Critique
0.81
victordauphin2949
Jan 11, 2026
Trump doesn't give a damn about drugs at the border. He wants to show he's president. Trump is like a child that just got his first promotion. He's a massive douche bag
Trump doesn't give a damn about drugs at the border. He wants to show he's president. Trump is like a child that just got his first promotion. He's a massive douche bag
Critiques Trump's motives and character, arguing his tariff policy is about ego rather than stated drug concerns.
@AntisocialAtheist1
Mar 4, 2025
Trudeau and Jagmeet created this mess. The asylum seekers should stay at their homes.
Trudeau and Jagmeet created this mess. The asylum seekers should stay at their homes.
Blames political leaders for immigration policy failures and criticizes asylum seekers.
troump-the-pervrt-peeg
Jan 15, 2026
1st step government must stop face covering, prayers on the streets, and all desert clothing. Take all these immigrants send them to Trudeau's door steps and have him support them. He allowed them in without …
1st step government must stop face covering, prayers on the streets, and all desert clothing.
Take all these immigrants send them to Trudeau's door steps and have him support them. He allowed them in without Canadusn consent.
The comment critiques government immigration policy and cultural accommodation practices, calling for restrictions on religious and cultural expression.
Brisket-w2s
Aug 29, 2025
Hahaha we want to be friends you know like the ones who never have their wallet. The kind of friends that screw over their own people with laws and rules that the supreme leaders decide …
Hahaha we want to be friends you know like the ones who never have their wallet. The kind of friends that screw over their own people with laws and rules that the supreme leaders decide is “hate”. \nBoy he sure doesn’t want to talk about the dollar amount huh? We want free military and free money now!!!! Stomp stomp stomp give me my money daddy Trump. All you have to do is make a little effort on your end there Justin. All we are doing is reciprocating the kindness you show us. Your military members support you? \n\nPut it to a vote if you will not censor them I think you might get a sense of how out of touch you are with your own country. \n\nWe love Canadians we dislike the leadership and the smashing laws that take it out on the common citizen that don’t live in a drug riddled city. You know the majority of your citizens?
Extended critique of Canadian government policies, leadership, and laws affecting citizens, with calls for democratic accountability and expressions of economic/social grievance.
@JoshB-ro7lv
Mar 4, 2025
We don't buy $155 BILLION in goods from Canada...what is this clown talking a-boot?!? Lol ??
We don't buy $155 BILLION in goods from Canada...what is this clown talking a-boot?!? Lol ??
Disputes a specific trade statistic while using sarcasm and mockery to challenge the speaker's credibility.
@adamlessard5591
Mar 4, 2025
Immigration consultants want more immigration. Wow.
Immigration consultants want more immigration. Wow.
Skeptical observation that immigration consultants have financial incentive to support higher immigration.
Policy Critique
0.81
eanerickson8915
Jan 21, 2026
just one point i’d like to make is the comment you made asking “native canadians” but you spoke to just non-immigrants. there are indigenous people in canada that are actually native to the land. those …
just one point i’d like to make is the comment you made asking “native canadians” but you spoke to just non-immigrants. there are indigenous people in canada that are actually native to the land. those are the native americans.
Challenges the video's terminology and framing by pointing out the distinction between non-immigrants and Indigenous peoples as 'native Canadians.'
brookelynn925
Jan 29, 2026
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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)