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
In hindsight this speech from old Justin just made Canada look extremely weak.
In hindsight this speech from old Justin just made Canada look extremely weak.
Criticizes a political leader's speech as weakening Canada's position, combining policy critique with national identity concerns.
@Addicti0nz1
Mar 4, 2025
I have heard the skilled laborer argument for years. Canadian governments keep saying we need to bolster the work force with immigrants. I've heard this for 20+ years, and they're still saying it. It hasn't …
I have heard the skilled laborer argument for years.
Canadian governments keep saying we need to bolster the work force with immigrants.
I've heard this for 20+ years, and they're still saying it. It hasn't worked because bringing in immigrants only treats the symptoms not the cause.
Critiques the government's long-standing skilled labor immigration argument as ineffective, arguing it treats symptoms rather than root causes.
ColourizeTheStreets
Jun 21, 2025
I am supportive of immigration, but I believe there should be a cap of no more than 1-2.5% annually. A significant number of migrants moving to Canada from the same region or country could cause …
I am supportive of immigration, but I believe there should be a cap of no more than 1-2.5% annually.
A significant number of migrants moving to Canada from the same region or country could cause issues, as this can lead to the formation of "mini-bubble" societies within Canada. These groups may sometimes become the dominant demographic and undermine the existing communities that have contributed to building Canada for decades.
We cannot expect new immigrants to seamlessly merge into Canadian society. This is a major oversight by Canada’s Immigration Department. Digital applications from foreign nations may play a role in this phenomenon.
There should also be regulations concerning how many new immigrants can be brought in by family members. For instance, one new citizen can legally bring both of their parents and their spouse, which is fair. However, there have been cases where this process is repeated multiple times within ten years, leading to a 1:15 ratio, where one person can bring in six to eight relatives.
If there is a labor shortage in essential fields, Canada can offer long-term residency to those who continue to work in those sectors, such as caretakers. However, the pathway to citizenship could be lengthened or require a higher standard. For instance, the requirements could extend from X years of living in Canada to X+5 years, as well as passing a basic Canadian citizenship test, either written or verbal.
While an increase of five years may seem unfair or lengthy, it is essential. A newborn child from a Canadian family requires 18 years to gain voting rights in elections, whereas new immigrants—especially those who come for study for four to six years—can potentially gain both citizenship and voting rights sooner if they meet the previous administration's standard.
Children under the age of 18 can gain citizenship in as little as X-4 years, regardless of their full integration into Canadian society. This loophole is sometimes abused and provides preferential treatment that favors this process over existing Canadian.
In my opinion, it would be fairer to calculate the duration of "living in Canada" based on the number of years they have paid "income taxes" in Canada. This is important because many individuals with multiple passports pay taxes elsewhere while benefiting from Canadian healthcare and other services.
The investment in home buying as a pathway to citizenship has contributed to the housing crisis, resulting in numerous empty homes in various regions. While it may offer short-term economic benefits that some politicians favor, it is detrimental to Canada as a whole. If buying a house is the only requirement for citizenship, wouldn't a large portion of the global population be eligible for U.S. citizenship just by investing in U.S. businesses or stocks? This perspective may seem illogical when looking at it from outside the box.
Apologies for being a bit wordy; I had much more to say.
Nonetheless, I also support temporary residency for up to 6-9 months for those who have been evacuated due to war, natural disasters, or similar circumstances.
Special exceptions can be granted for families with members working in critical fields that merit such considerations (high-end industry).
Detailed policy analysis proposing specific immigration caps, regulations on family sponsorship, and citizenship requirements while balancing labor needs with integration concerns.
michaelwang6125
Apr 15, 2025
Canada has been changing a lot . Corrupted politicians brought millions of unskilled workers from Asia , now we have high crimes rate and unemployment , those politicians should be held accountable
Canada has been changing a lot .
Corrupted politicians brought millions of unskilled workers from Asia , now we have high crimes rate and unemployment , those politicians should be held accountable
Criticizes government policy for importing unskilled workers, links to economic harms (unemployment, crime), and calls for accountability.
aymangaber-t4g
Feb 17, 2026
Liar. Ban the carbon tax and open parliament. Trudeau for prison!!!!!
Liar. Ban the carbon tax and open parliament. Trudeau for prison!!!!!
Criticizes specific policies (carbon tax) and government accountability while calling for action against leadership.
@breezybre2670
Mar 5, 2025
Just because you take care of your border doesnt mean you send troops to help with our southern border
Just because you take care of your border doesnt mean you send troops to help with our southern border
Critiques the logic of border control policy, arguing that securing one's own border doesn't obligate military assistance to another country.
Policy Critique
0.85
@IceyGamingConman
Mar 5, 2025
Trudeau and Marc Miller, thank for them for this mess. Will Carney and the current Liberals fix this mess, absolutely not. Instead, Carney brings in Lena Diab who literally has no idea what she's doing.
Trudeau and Marc Miller, thank for them for this mess. Will Carney and the current Liberals fix this mess, absolutely not. Instead, Carney brings in Lena Diab who literally has no idea what she's doing.
Criticizes specific government officials (Trudeau, Miller, Carney, Diab) and their handling of immigration policy as incompetent.
Policy Critique
0.85
GoesByFooty
Jun 17, 2025
Trudeau's words are smoke and mirrors a bit imo. Liberals will go forward with an additional 20% carbon tax dispitie the tariffs occurring. Trump isn't the only one that is harming Canada in one way …
Trudeau's words are smoke and mirrors a bit imo. Liberals will go forward with an additional 20% carbon tax dispitie the tariffs occurring. Trump isn't the only one that is harming Canada in one way or another. Trump is forcing Canada to do better with our borders and crisis's that had not been addressed quickly enough. We (Canada) allowed these issues to get out of hand and it took another country to tell us that we needed to do better because the issues affect them as well. I'm stating facts here and now we Canadians will suffer for all of it.
Critiques government policy (carbon tax, border management) and frames Canada's failures as self-inflicted, with some nationalist framing about Canadian responsibility.
@MulliganCDN
Mar 4, 2025
Canada is done , they r no longer sovereign they change laws to suit certain groups and the system is rigged to be taxed to death dang you can die is an emergency room of …
Canada is done , they r no longer sovereign they change laws to suit certain groups and the system is rigged to be taxed to death dang you can die is an emergency room of a hospital. Imagine paying into the system for 30 plus years and you can’t get an mir or a cat scan for months and when u do it’s too late
Criticizes government policy and system failures (healthcare, taxation, sovereignty) while expressing anxiety about national decline and preferential treatment.
geogib709
Apr 15, 2025
So they perform a few reactionary measures, and pretend they have always been doing something?
So they perform a few reactionary measures, and pretend they have always been doing something?
Skeptical analysis of government measures, questioning their authenticity and effectiveness.
Policy Critique
0.85
@dblack8956
Mar 4, 2025
Title of this video should be "How Mass Immigration Broke Canada".
Title of this video should be "How Mass Immigration Broke Canada".
Proposes alternative framing of the video's title to emphasize mass immigration as the cause of Canada's problems.
Policy Critique
0.85
johnm2879
Jun 20, 2025
It's sad to see what has happened to our immigration system. It's not sustainable and not just not only for Canadian citizens but also for the new immigrants that arrive and can't find work or …
It's sad to see what has happened to our immigration system. It's not sustainable and not just not only for Canadian citizens but also for the new immigrants that arrive and can't find work or afford rent.
Critiques immigration system sustainability while expressing concern for both citizens and immigrants.
Pilgrimofhope7
Feb 17, 2026
Another of Tiny Trudeau's myriad "successes."
Another of Tiny Trudeau's myriad "successes."
Sarcastic criticism of government policy/leadership framed as failure, with dismissive language toward the Prime Minister.
hughjass1044
Jun 17, 2025
His first sentence was BS, so the rest of his speech is equally BS!
His first sentence was BS, so the rest of his speech is equally BS!
Dismisses the speaker's opening statement and by extension the entire speech as false or invalid.
Policy Critique
0.85
@berthansen3542
Mar 4, 2025
It is actually due to the Liberals going back to Chretien and Trudeau pere.
It is actually due to the Liberals going back to Chretien and Trudeau pere.
Attributes current immigration issues to Liberal government policies spanning multiple administrations.
Policy Critique
0.85
javierdenardo2607
Jun 21, 2025
And liberal voters smiled and said "business as usual" pathetic.
And liberal voters smiled and said "business as usual" pathetic.
Criticizes government policy response ('business as usual') while implying voter complicity, with dismissive tone toward political actors.
kevindantas3044
Jun 18, 2025
In reality, all countries, do use immigration, to open, and, or close immigrants, (** based on their labor, economic, and population needs. **) Must recall, housing, and public services must be in sync, monitored, statistics …
In reality, all countries, do use immigration, to open, and, or close immigrants, (** based on their labor, economic, and population needs. **) Must recall, housing, and public services must be in sync, monitored, statistics wise, to ensure a realistic societial balance, as it relates to humanities basic needs .
Argues that immigration policy should be calibrated to labor/economic needs and synchronized with housing/public services capacity, critiquing current policy approach.
Margaret-u1x
Apr 15, 2025
If Canada kicks out a minimum of 5 million , I think it would be fair.
If Canada kicks out a minimum of 5 million , I think it would be fair.
Commenter advocates for mass deportation as a policy position, framing it as a fairness issue.
andishehkherad9678
Apr 19, 2025
Trudeau's dad would have just come out and said this is not about fairness or fentanyl. It is about Trump wanting to collect billions from his own working class and small businesses in order to …
Trudeau's dad would have just come out and said this is not about fairness or fentanyl. It is about Trump wanting to collect billions from his own working class and small businesses in order to provide tax cuts for the rich. Pierre Elliot Trudeau had balls. Miss those days.
Critiques current leadership's approach to trade policy while comparing favorably to a previous leader's directness and strength.
@PaulBallantyne250
Mar 4, 2025
The man talking about the damage these tariffs will caused has cause far more damage to Canadians than the tariffs ever will. Ask anyone trying to buy a house for the past few years! Or …
The man talking about the damage these tariffs will caused has cause far more damage to Canadians than the tariffs ever will. Ask anyone trying to buy a house for the past few years! Or ask about the value of the Canadian dollar. These tariffs are least of the Canadian people concerns.
Directly critiques government policy (housing, currency) as more damaging than tariffs, with economic impact analysis.
@augievelasquez831
Mar 5, 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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