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
Changes to immigration are welcome. In Quebec things are far more complicated as integration and language come into play. Most immigrants struggle to build a life in Canada due to expensive housing (renting or ownership). …
Changes to immigration are welcome. In Quebec things are far more complicated as integration and language come into play.
Most immigrants struggle to build a life in Canada due to expensive housing (renting or ownership).
Canada was also accepting too many professional immigrants (engineering, business, consulting, IT, accounting) when we desperately need trades, construction workers and mechanics.
The reduction in immigration and foreign students to sustainable levels is long overdue.
Comprehensive analysis of immigration policy problems including housing costs, skills mismatch, and integration challenges, supporting policy reduction.
HébertBourguignon
Feb 11, 2026
the minister is disgusting, her reference to tabouleh is a way to imply that Rempel Garner is somehow a racist without engaging her question. It's like when AOC went off about black and indigenous cowboys …
the minister is disgusting, her reference to tabouleh is a way to imply that Rempel Garner is somehow a racist without engaging her question. It's like when AOC went off about black and indigenous cowboys at Munich to avoid engaging with any of the content of Rubio's speech. The left does this all the time, rather than offer any defense they just shout "racism" or "islamophobia" or "transphobia"
Critiques a minister's rhetorical strategy as avoiding substantive policy debate by invoking identity-based accusations.
heperile
Feb 28, 2026
Enough - we are full. If it was done properly no problem. I have heard from them that Canada is a joke. We need quality, not quantity!!!! GET THEM OUT ALREADY AND FIRE THOSE RESPONSIBLE
Enough - we are full. If it was done properly no problem. I have heard from them that Canada is a joke. We need quality, not quantity!!!! GET THEM OUT ALREADY AND FIRE THOSE RESPONSIBLE
Criticizes immigration policy implementation and calls for removal of immigrants and government officials responsible.
choppedliverdelivers
Feb 27, 2026
If you commit crime or bogus claim...should be deported and ne er allowed back or able to immigrant ever again...including their closest relatives
If you commit crime or bogus claim...should be deported and ne er allowed back or able to immigrant ever again...including their closest relatives
Proposes stricter immigration enforcement policies including deportation and family-based restrictions for criminal/fraudulent claimants.
cherylredfern8710
Feb 24, 2026
genuinely sucks and hurts to see what our government has done to our country just so they could keep power
genuinely sucks and hurts to see what our government has done to our country just so they could keep power
Criticizes government immigration policy as harmful to the country, framing it as motivated by political self-interest.
Atté.Morina
Jan 29, 2026
Trump is incompetent and cognitively impaired Trump is mentally challenged and is cognitively impaired; unable to do any transactions; whatsoever.
Trump is incompetent and cognitively impaired Trump is mentally challenged and is cognitively impaired; unable to do any transactions; whatsoever.
Directly attacks Trump's competence and cognitive fitness for office.
Policy Critique
0.86
@anthonymartinez4148
Mar 4, 2025
This guy is a tool and is using propaganda to avoid their responsibility in securing their border. He’s lost credibility a long time ago and is washed up hack.
This guy is a tool and is using propaganda to avoid their responsibility in securing their border. He’s lost credibility a long time ago and is washed up hack.
Criticizes Trudeau's credibility and border security policy, dismissing his statements as propaganda.
Policy Critique
0.86
@KravBrian
Mar 4, 2025
Trump is right about one thing and that is immigration. We destroyed our country through immigration. We can blame the liberals but Canadians are the ones that voted them in and we continue to vote …
Trump is right about one thing and that is immigration. We destroyed our country through immigration. We can blame the liberals but Canadians are the ones that voted them in and we continue to vote them in! These people didn't even land on our shores on dinghy like in some parts of the world. We welcomed them in with all these loopholes. It's truly disgusting.
Criticizes immigration policy and government loopholes, blames voters for supporting liberal policies, calls for accountability and change.
iitbftw
Sep 19, 2025
Like everything, the Liberals take something that’s working and destroy it.
Like everything, the Liberals take something that’s working and destroy it.
Criticizes Liberal government's handling of immigration policy, claiming they have damaged a previously functional system.
Policy Critique
0.86
Exotic3000
Feb 22, 2026
While Canadians argue on social media about immigrants, corporations raise profits, housing collapses, and wages stay frozen. Public anger is pushed downward, never upward.
While Canadians argue on social media about immigrants,
corporations raise profits,
housing collapses,
and wages stay frozen.
Public anger is pushed downward, never upward.
Critiques how public anger is misdirected toward immigrants rather than systemic corporate and government failures, analyzing power dynamics.
JuneBrooks-f2u
Jan 27, 2026
Governments should issue only working visas for several years to evaluate demographics, jobs available , and available housing
Governments should issue only working visas for several years to evaluate demographics, jobs available , and available housing
The comment proposes an alternative immigration policy approach using temporary working visas to evaluate demographic and economic impacts before permanent settlement.
Policy Critique
0.86
samehmikhail5039
Mar 1, 2026
So many Trudeau Liberal supporters here. \n\nSo now people suddenly forget the damage he's done to Canada the last 10 years and think he's a good leader again? What a shame. This country cannot afford …
So many Trudeau Liberal supporters here. \n\nSo now people suddenly forget the damage he's done to Canada the last 10 years and think he's a good leader again? What a shame. This country cannot afford 4 more years of the toxic Liberal government. Wake up people! They will finish destroying the country if they win again.
Criticizes Trudeau's 10-year record as damaging to Canada and urges voters to reject the Liberal government in upcoming elections.
@BuckyStorm-m2s
Mar 4, 2025
Trudeau you set us up to get crush at this point in time. And another increase in the carbon tax in a month. I don't care what you have to say ever! Just stop pretending …
Trudeau you set us up to get crush at this point in time. And another increase in the carbon tax in a month. I don't care what you have to say ever! Just stop pretending you care about Canadians
Direct criticism of Trudeau's policies (carbon tax, trade war handling) with personal expression of lost trust.
@maxxus5572
Mar 4, 2025
"Without warning tightened immigration" The last 3 years of Trudeau's reign were Canadians, actual Canadians who can vote, screaming at Trudeau to cut the immigration numbers. Anyone angry about it is just pissed that they …
"Without warning tightened immigration" The last 3 years of Trudeau's reign were Canadians, actual Canadians who can vote, screaming at Trudeau to cut the immigration numbers. Anyone angry about it is just pissed that they can't cry more since Carney isn't making a circus of the whole thing.
Argues that public opinion (actual Canadians) has been demanding immigration cuts, framing the policy change as responsive to citizen demands rather than sudden.
TheEndofZombieShakespeare
Feb 11, 2026
Ten people deported. Wow!... Solid Canadian government we have here.
Ten people deported. Wow!... Solid Canadian government we have here.
Sarcastic dismissal of government deportation efforts as inadequate and ineffective, criticizing policy scale and impact.
Policy Critique
0.86
GordHollinger
Feb 18, 2026
Not that an issue in Canada. Some on the extreme right are playing the racism angle. What happened was too many people were allowed in the country in a short period of time, putting strain …
Not that an issue in Canada. Some on the extreme right are playing the racism angle. What happened was too many people were allowed in the country in a short period of time, putting strain on services and employment. This was done during pandemic when labor was issue and with universities and colleges when tuition was frozen, and they set that with foreign students who were not qualified financially to study abroad and did it more for permanent residency.
Nuanced critique distinguishing between legitimate service/employment strain and false racism narratives, analyzing specific policy implementation failures.
wongjefx980
Feb 11, 2026
Stop letting people in then you won't need to spend money to deport them!
Stop letting people in then you won't need to spend money to deport them!
Logical argument that preventing immigration entry is more cost-effective than deportation.
JillBulmer
Jan 20, 2026
They've let an unprecedented number of immigrants while choking the housing supply. It's time to dismantle housing financialization policy
They've let an unprecedented number of immigrants while choking the housing supply. It's time to dismantle housing financialization policy
Critiques the contradiction between high immigration intake and housing supply constraints, calling for policy reform on financialization.
DigitalDividendDollar
Jan 21, 2026
The issue is not an influx of any particular culture, nationality, or race. The issue is a lack of prosecution for immigration infractions. If you are in Canada legally, you have every right to be …
The issue is not an influx of any particular culture, nationality, or race. The issue is a lack of prosecution for immigration infractions. If you are in Canada legally, you have every right to be made to feel as welcome as any other Canadian. If you have overstayed a visa, or do not have legal cause to be here, deportation on your own dollar.
Critiques immigration enforcement policy, arguing the problem is lack of prosecution for infractions rather than immigration levels themselves.
Policy Critique
0.86
missmoiraanne
Oct 11, 2025
If you come to canada, seeking asylum, or immigrating, they should all be required to work day 1, Healthcare, fine, handouts no. Welfare no. Work. Like my family when they immigrated. All the government needs …
If you come to canada, seeking asylum, or immigrating, they should all be required to work day 1, Healthcare, fine, handouts no. Welfare no. Work. Like my family when they immigrated. All the government needs to do is set up programs with farmers, or any industry to provide worker spots. Fed Government can either top up(not preferred) or like the good old days require an employer to provide lodging, for a nominal rate, towards their total income paid(3 square included). My and countless other families/ people had to enter the country that way, and it worked. So if it ain't broke, don't fix it!
Draws on family immigration experience to critique current welfare policies and propose work-based alternatives.
TV2NITE3479
Feb 27, 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)