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
It is important to enforce integrity because ability defraud sends out wrong message. This is how the whole country goes down and eventually everyone is affected. I feel for Canadian students who work so hard …
It is important to enforce integrity because ability defraud sends out wrong message. This is how the whole country goes down and eventually everyone is affected. I feel for Canadian students who work so hard to maintain the standards, only to be destroyed due to lack of enforcement against fraudsters. Fight...fight.
Argues for stricter enforcement against fraudulent students to maintain institutional integrity and fairness to legitimate Canadian students.
blessings27
Sep 30, 2025
The problem is bogus asylum claims the liberals do not work swiftly, and eventually let them stay here while taxpayers are paying for someone else’s better livelihood
The problem is bogus asylum claims the liberals do not work swiftly, and eventually let them stay here while taxpayers are paying for someone else’s better livelihood
Criticizes Liberal government handling of asylum claims and slow processing while raising economic burden concerns.
Tree74-b3s
Feb 24, 2026
The truth is, is that more people come to Canada from America then Canada to America. We have free health care. Our corrupt govt. Advertises this fact, and states that the second someone touches Canadian …
The truth is, is that more people come to Canada from America then Canada to America. We have free health care. Our corrupt govt. Advertises this fact, and states that the second someone touches Canadian soil they are Canadian. It is betrayal.
Critique of government immigration policy and messaging, claiming betrayal through automatic citizenship and health care advertising.
uwantmikehawk1
Feb 10, 2026
Refugee and immigrant health care is paid for by the FEDERAL government. It's YOUR fault you've failed to invest in healthcare infrastructure in Alberta.
Refugee and immigrant health care is paid for by the FEDERAL government. It's YOUR fault you've failed to invest in healthcare infrastructure in Alberta.
Critiques Alberta's healthcare complaints by pointing out federal funding responsibility and provincial infrastructure failures.
@PelonMusk
Feb 20, 2026
despite the population drop. we should close the borders until we get this under control. cause almost 1 million immigrants in first three months of this year is so crazy. (I am a latino immigrant) …
despite the population drop. we should close the borders until we get this under control. cause almost 1 million immigrants in first three months of this year is so crazy. (I am a latino immigrant) not racist haha
Calls for border closure citing immigration volume concerns, with personal identity disclosure to preempt racism accusations.
jimmytrademan
Aug 30, 2025
Anyone of sound mind, a leader, a government would want to continue to strengthen relationships with it's neighbors BUT instead, deliberately dismantle it and let it's citizens in both countries pay the price. And once …
Anyone of sound mind, a leader, a government would want to continue to strengthen relationships with it's neighbors BUT instead, deliberately dismantle it and let it's citizens in both countries pay the price. And once again dirty filthy politicians are not looking out for it's citizens. Why are people in power so hell bent on ruining the world?
Criticizes government leaders for deliberately dismantling relationships and failing citizens, blending policy critique with moral concern.
@grantclarkson9184
Mar 4, 2025
Trudeua made drugs more accessible to all Canadians!! He’s a liar !!! We want to vote you out now trudeua, let’s go to the polls and find out
Trudeua made drugs more accessible to all Canadians!! He’s a liar !!! We want to vote you out now trudeua, let’s go to the polls and find out
Criticizes Trudeau's drug policy and calls for voting him out, combining policy analysis with electoral action.
@s.k.8980
Mar 4, 2025
Because the liberals are in charge, that's why!! It wasn't like this 10 yrs ago, it all has become this way because the liberals came into power, and now this is where our country has …
Because the liberals are in charge, that's why!! It wasn't like this 10 yrs ago, it all has become this way because the liberals came into power, and now this is where our country has gotten!!!! Stop voting liberal just f&&^%% ing stop!!
Attributes current problems to Liberal governance and contrasts with past conditions, with embedded call to stop voting Liberal.
audreyweber1336
Sep 4, 2025
Wow, Trudeau we actually want peace for Ukrainian people and for Russian people. You chose not to want to meet the U.S. to establish fair trade deals. I would consider you not a friend or …
Wow, Trudeau we actually want peace for Ukrainian people and for Russian people. You chose not to want to meet the U.S. to establish fair trade deals. I would consider you not a friend or ally. When you misrepresent the Truth that tells us alot about you!
Commenter criticizes Trudeau's diplomatic choices and accuses him of misrepresenting truth, questioning his alliance credibility.
@brendahastings3985
Mar 4, 2025
So Canadian housing and economy is in the toilet, Canada restricts our mineral and energy rights consistently, Canada and Europe supports a NATO caused war, and America is insane? The same guy that Canadiens voted …
So Canadian housing and economy is in the toilet, Canada restricts our mineral and energy rights consistently, Canada and Europe supports a NATO caused war, and America is insane? The same guy that Canadiens voted out, is being praised for his leadership?
Critiques Canadian domestic and foreign policy while comparing Canada's situation to America's, questioning the praise for leadership.
@Alex-vb5if
Mar 4, 2025
Indians and Hindu “do not negate anyone”? Really? The caste system? The caste system in India still significantly impacts daily life. It continues to influence marriage, social status, job opportunities, and political dynamics, particularly in …
Indians and Hindu “do not negate anyone”? Really? The caste system? The caste system in India still significantly impacts daily life. It continues to influence marriage, social status, job opportunities, and political dynamics, particularly in rural areas. Nearly all Indians, regardless of religion, identify with a caste.
Comment critiques claims made in the video about Indian/Hindu values by providing counterargument about caste system's real-world impact, challenging the video's framing.
davidkendall1614
Feb 2, 2026
This is a weak leader! Trudeau your country is burning and crumbling from inside. Fix your country before you start throwing jabs at the United States! You punk liberal
This is a weak leader! Trudeau your country is burning and crumbling from inside. Fix your country before you start throwing jabs at the United States! You punk liberal
Commenter criticizes Trudeau's leadership competence and priorities, arguing he should focus on domestic issues before international disputes.
@eddyrivera7287
Mar 4, 2025
Carney plans to continue mass immigration all while artificially propping up the housing market to avoid a price crash.
Carney plans to continue mass immigration all while artificially propping up the housing market to avoid a price crash.
Criticizes government policy of continuing mass immigration while artificially supporting housing market to prevent economic correction.
mrbilly9917
Jun 18, 2025
Jetzt muss ich leider auf deutsch schreiben damit meine meinung so rüber kommt wie ich es meine......\nDieser idiot sucht immer nach gute deals.... deswegen war er früher pleite.... den seine deals machen null sinn.... aber …
Jetzt muss ich leider auf deutsch schreiben damit meine meinung so rüber kommt wie ich es meine......\nDieser idiot sucht immer nach gute deals.... deswegen war er früher pleite.... den seine deals machen null sinn.... aber jetzt macht dieser vollidiot deals für ganz amerika oder sogar für die ganze welt...... woe kann ein so dummer mensch für die welt entscheiden? Der dümster president ever..... welcher vollidiot hat sowas gewählt? Ihr seid verloren, denn jetzt könnt ihr diese idiotie nicht mehr stoppen....
German-language critique of Trump's decision-making competence and deals, expressing alarm about global consequences of his leadership.
@socico75
Mar 4, 2025
They are offering their Citizen s MAID, if they cannot afford the basic living. SHAME SHSME ON OUR EVIL GOVT
They are offering their Citizen s MAID, if they cannot afford the basic living. SHAME SHSME ON OUR EVIL GOVT
Criticizes government policy for offering inadequate support (MAID) to citizens, framed as moral failure.
sherry-g4n
Aug 27, 2025
kept on voting Liberal until the Liberals took your country away from you. Now look at you.
kept on voting Liberal until the Liberals took your country away from you. Now look at you.
Blames Liberal voters for enabling immigration policies that allegedly harmed the country, framing immigration as a loss of national control.
Yamezify
Dec 19, 2025
Retired canadians RNs served canada 25 to 35 yrs and can not get a Doctor. We are not training our own young canadians, look how many doctors trained in canada are foreign. Also the doctors …
Retired canadians RNs served canada 25 to 35 yrs and can not get a Doctor. We are not training our own young canadians, look how many doctors trained in canada are foreign. Also the doctors that used to migrate in 70s, 80s 90s often British Scottish, Irish, South Africans with a different work ethic and most were surgeons and anesthesiologists or obstetricians. Great skill sets.
Commenter critiques immigration and healthcare policy, arguing Canada isn't training domestic doctors while noting historical immigrant doctors had better credentials and work ethic.
LanaSlade
Feb 27, 2026
Talk about a kettle calling the pot black. JUSTIN TRUDAU IS A STAIN ON CANADA HIATORY and will go down in history as the worst prime minister in the history of our country
Talk about a kettle calling the pot black. JUSTIN TRUDAU IS A STAIN ON CANADA HIATORY and will go down in history as the worst prime minister in the history of our country
Harshly criticizes Trudeau's governance record and legacy as Canada's worst prime minister.
@claytonbrawn5401
Mar 4, 2025
She nailed it. Meanwhile David eby is raising taxes on workers and cutting services for families.
She nailed it. Meanwhile David eby is raising taxes on workers and cutting services for families.
Praises one politician while criticizing opposing politician's tax and service policies, comparing governance approaches.
@Stu-w7r
Feb 20, 2026
DISGUSTING WHAT THE FEDERAL LIBERAL GOVERNMENT HAS DONE TO CANADIANS WITH IMMIGRANTS…..
DISGUSTING WHAT THE FEDERAL LIBERAL GOVERNMENT HAS DONE TO CANADIANS WITH IMMIGRANTS…..
Criticizes federal government immigration policy as harmful to Canadians, framing it as a policy failure.
charlietuna7545
Jan 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)