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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Moral Argument
2,863 comments
OH JUSTIN YOU ARE SO RIGHT THIS IS VERY PERSONAL YOU MADE FUN OF HIM AND HE IS TAKING REVENGE, BUT PRESIDENT CHUMP OBVIOUSLY CANNOT SEPERATE BUSINESS FROM HIS PERSONAL PROBLEMS, THE WHOLE WORLD DOES …
OH JUSTIN YOU ARE SO RIGHT THIS IS VERY PERSONAL YOU MADE FUN OF HIM AND HE IS TAKING REVENGE, BUT PRESIDENT CHUMP OBVIOUSLY CANNOT SEPERATE BUSINESS FROM HIS PERSONAL PROBLEMS, THE WHOLE WORLD DOES NOT LIKE THIS GUY WHEN HIS TERM IN OFFICE IS OVER THE ONLY TWO PLACES THAT HE WOULD BE WELCOME IN IS HIS HOME COUNTRY AND RUSSIA AND I AM NOT SO SURE ABOUT RUSSIA I WROTE ON YOUTUBE BEFORE THAT THIS GUY IS SINKING THE AMERICAN FLEET FAST AND MORE THOROUGHLY THAN THE JAPANESE DID AT PEARL HAROR MAN AT THIS MOMENT THE TWO WORST NATIONALITIES TO BE IS AMERICAN AND RUSSIAN THEY BOTH ARE CAUSING GREAT HARM NOT ONLY TO THE WORLD, BUT MOSTLY TO THEIR OWN PEOPLE AND COUNTRIES TALK ABOUT SELFISH LEADER'S. PRESIDENT CHUMP WAS RIGHT ABOUT ONE THING WITH THE LEADER'S WE HAVE NOW IT IS NOT IF WE WILL ENGAGE EACH OTHER IN A WORLD WAR, BUT WHEN THE LEADER'S WE HAVE NOW ARE STEERING THE HUMAN RACE IN THAT DIRECTION AND PRESIDENT CHUMP YOU AND PRESIDENT POUTINE WILL BE CHIEFLY RESPONSIBLE. THE LEADER'S WE HAVE ELECTED TODAY ARE RESPONSIBLE FOR MOST OF THE MISERY IN THE WORLD TODAY. LEADER'S LIKE PRESIDENT KENNEDY, GHANDI, CHURCHILL ETC. TODAY WE HAVE LEADER'S LIKE TRUDEAU WHO CREATED MISERY AND DIVISION IN CANADA THE FORE MENTIONED LEADER'S ALREADY METIONED ARE DIRECTED BY PERSONAL GREED AND AMBITION AND HYPOCRACY. PRESIDENT ZELINSKY I AM AFFRAID LEADER'S LIKE YOU THAT HAVE COURAGE INTEGRITY AND STRENGHT ARE FEW AND FAR BETWEEN I AM SORRY TO TELL YOU BUT I THINK IN REALTY YOU STAND ALONE NOT MANY LEADER'S TODAY PUT COUNTRY AND COUNTRYMEN AND WOMEN BEFORE THEIR PERSONAL GREED AND AMBITION, BUT IF YOU SUCCEED YOU WILL BE STRONGER AND FAR BETTER OFF GOD BLESS
Appeals to ethics and leadership integrity while expressing concerns about global harm and potential world war caused by current leaders.
@warrenbrown1158
Mar 4, 2025
Trump, liar and traitor. and soon Dictator
Trump, liar and traitor. and soon Dictator
Makes moral accusations (liar, traitor, dictator) against a political figure without supporting evidence.
@BartJanssen-y2y
Mar 4, 2025
Nobody trusts you
Nobody trusts you
Makes a sweeping moral judgment about trustworthiness without elaboration.
Moral Argument
0.75
@martinralphwaiwai8018
Mar 4, 2025
??? beautiful effort in distinguishing between a government and its people... I just hope the american people can see once and for all that that guy there is not worth the chair he's sitting on.
??? beautiful effort in distinguishing between a government and its people... I just hope the american people can see once and for all that that guy there is not worth the chair he's sitting on.
Distinguishes between a government and its people on ethical grounds, while critiquing a specific leader's worthiness.
@biancacampos80
Mar 4, 2025
Trump is a reckless moron.
Trump is a reckless moron.
Dismissive moral judgment of Trump's character and competence without substantive policy discussion.
Moral Argument
0.75
@lesleeshaffer5652
Mar 4, 2025
if you enter someone else's house, you take your damn shoes off at the door and be polite to the host
if you enter someone else's house, you take your damn shoes off at the door and be polite to the host
Uses a metaphorical moral principle (respecting the host's house) to argue immigrants should conform to Canadian norms.
YouLikeJazzy
Sep 13, 2025
As an American, Canada do what you must, this dictator who thinks he’s unstoppable and most powerful, needs to be tolled NO, if we Americans have to deal with higher cost, let it be so …
As an American, Canada do what you must, this dictator who thinks he’s unstoppable and most powerful, needs to be tolled NO, if we Americans have to deal with higher cost, let it be so all of these crazy Dump supporters learn he is unfit for presidency.
Commenter appeals to moral judgment (calling Trump a 'dictator' and 'unfit') while urging Canadians to resist, framed as a matter of principle despite economic cost.
@marymoe712
Mar 4, 2025
When Canada says No to her Creator God/Jesus the Christ, she goes downhill.
When Canada says No to her Creator God/Jesus the Christ, she goes downhill.
Frames national decline as moral/spiritual consequence of rejecting religious values, appealing to religious ethics and divine judgment.
Moral Argument
0.75
TinaMac-j9o
Sep 3, 2025
Do not judge, lest ye be judged. I can see (soon) people advocating for things that they called others "evil" for only half a century ago.
Do not judge, lest ye be judged.
I can see (soon) people advocating for things that they called others "evil" for only half a century ago.
Invokes moral principle (non-judgment) and warns against hypocrisy, implicitly critiquing the discourse in comments above on ethical grounds.
infinityinfinityinfi
Aug 28, 2025
*hot take* You don't own what you can't protect. Sadly, the people trusted the government to protect these things for them!
*hot take* You don't own what you can't protect. Sadly, the people trusted the government to protect these things for them!
Presents philosophical argument about ownership and protection rights, critiquing government's failure to protect national interests.
sin_scorpion79
Aug 28, 2025
this is because of sikhs being persecuted in India..
this is because of sikhs being persecuted in India..
Provides humanitarian justification for Sikh migration based on persecution in India, appealing to moral principles of refuge and safety.
Moral Argument
0.75
OpenSoceity
Sep 19, 2025
People who against immigration, they don't know , if immigrants not came here , how you could get social welfare.
People who against immigration, they don't know , if immigrants not came here , how you could get social welfare.
Appeals to immigrants' economic contribution to social welfare systems as a moral argument for their acceptance.
Moral Argument
0.75
muhammadanwerhussain2113
Sep 19, 2025
The woman crying about her pity party maybe should get rid of the car...try living on a fixed income before you bitch about how sad your life is
The woman crying about her pity party maybe should get rid of the car...try living on a fixed income before you bitch about how sad your life is
Dismissive critique questioning someone's right to complain about hardship, implying moral judgment about their circumstances.
roxannegallinger7511
Aug 26, 2025
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Extended argument defending immigrants' character and work ethic while critiquing Canadian racism, grounded in personal experience and comparative analysis of quality of life.
Jappanb
Sep 20, 2025
European terrorists and colonizers took over the land and businesses of Indigenous Canadians. For years, they have enjoyed a life of leisure and luxury by selling the resources of this country. But now they are …
European terrorists and colonizers took over the land and businesses of Indigenous Canadians. For years, they have enjoyed a life of leisure and luxury by selling the resources of this country. But now they are unable to do so anymore, so they are targeting immigrants from other continents because they are jealous of their progress and cannot compete with their hard work and honesty. These European terrorist colonizers will never change.
Invokes historical injustice and moral hypocrisy, defending immigrants by reframing European settlers as colonizers and terrorists.
ranjandocumentary
Sep 20, 2025
Putin is laughing his a** off. This behavior towards Canada is Satanic and evil at its core! Hitler would be proud of trump
Putin is laughing his a** off. This behavior towards Canada is Satanic and evil at its core! Hitler would be proud of trump
Uses extreme moral language ('Satanic and evil') to condemn Trump's treatment of Canada, invoking historical evil comparisons.
@mr.cannon8231
Mar 4, 2025
..no immigrants involved in Lindsay incident..the new slaves are the immigrants..business greed..they tell Ford they need young folks they can oppress..greed..subjugation..government supported..
..no immigrants involved in Lindsay incident..the new slaves are the immigrants..business greed..they tell Ford they need young folks they can oppress..greed..subjugation..government supported..
Frames immigration as exploitation and subjugation driven by business greed and government complicity, appealing to justice concerns while critiquing policy.
wadeanthony8538
Aug 25, 2025
Where are the indigenous people of Canada? Were the driven out by the Europeans? Goes around comes around.
Where are the indigenous people of Canada?
Were the driven out by the Europeans?
Goes around comes around.
Invokes historical injustice against Indigenous peoples to argue for moral reciprocity regarding current immigration patterns.
hyacinth883
Sep 27, 2025
Could it be how others act towards them maybe that's why they stay to themselves a lot of Asians do that also..idk
Could it be how others act towards them maybe that's why they stay to themselves a lot of Asians do that also..idk
Commenter offers a sympathetic explanation for immigrant self-segregation, appealing to fairness and understanding of how discrimination may drive community formation.
Moral Argument
0.75
tiffanyr4355
Sep 26, 2025
Most of these people unfortunately are Economic refugees!! Economic refugee crisis is a result of western countries pillaging the underdeveloped countries through corporations
Most of these people unfortunately are Economic refugees!! Economic refugee crisis is a result of western countries pillaging the underdeveloped countries through corporations
Frames immigration as a consequence of Western corporate exploitation of developing nations, appealing to historical justice and systemic responsibility.
karimnathoo5402
Dec 24, 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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14-category DH taxonomy
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