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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Personal Narrative
1,771 comments
I’m sad to see Trudeau be replaced at a time like this. He’s at his best in a crisis. Say want you want about him, this guy loves his country.
I’m sad to see Trudeau be replaced at a time like this. He’s at his best in a crisis. Say want you want about him, this guy loves his country.
First-person expression of sadness about leadership transition, with a personal assessment of Trudeau's character and patriotism.
@tanja5867
Mar 4, 2025
As a Brit with a liking for Bourbon, I've already started my boycott and reverted to my native Scotch, but I am happy to take suggestions on good Canadian whisky .
As a Brit with a liking for Bourbon, I've already started my boycott and reverted to my native Scotch, but I am happy to take suggestions on good Canadian whisky .
First-person account of personal boycott action with request for product recommendations.
@stretch3281
Mar 4, 2025
As a 60 years old french Canadian I have all the reason to not love Trudeau, because he remind me how his father treated us, never vote for him, but today I saw a men …
As a 60 years old french Canadian I have all the reason to not love Trudeau, because he remind me how his father treated us, never vote for him, but today I saw a men (finally) standing up and take the lead for our country. Yes Canada is still my country and I like the way he directly adress to your president. I have so many American friends on both side( D and R ) and I hope they understand that what he said is not directly apply to United State citizen, wake up America before it s to late.
Shares lived experience as 60-year-old French Canadian with historical grievances, then expresses support for current leadership and cross-border solidarity.
@gaetancharbonnaeu6022
Mar 4, 2025
If it wasn’t for social security I would have moved to Canada a long time ago. If social security goes away what reason is there to stay in the U.S.?
If it wasn’t for social security I would have moved to Canada a long time ago. If social security goes away what reason is there to stay in the U.S.?
First-person account of considering emigration to Canada based on social security concerns in the U.S.
@justaguy259
Mar 4, 2025
I am grateful for what the US has given me up until this point but now the idiotic Trump and his idiot followers are destroying a country I have grown up to love. Its time …
I am grateful for what the US has given me up until this point but now the idiotic Trump and his idiot followers are destroying a country I have grown up to love. Its time to leave and I encourage those that can to look at leaving the US. Canada, defend your economy and align with all the other nations in the world the US is in decline and will never be the same.
First-person account of disillusionment with the US and decision to emigrate, with encouragement for others to consider Canada.
@ashwinikumar6651
Mar 4, 2025
As a Canadian, even though I have disagreements with our Prime Minister, he is OUR Prime Minister, and I am glad he is so clearly and strongly saying to the US government and US citizens …
As a Canadian, even though I have disagreements with our Prime Minister, he is OUR Prime Minister, and I am glad he is so clearly and strongly saying to the US government and US citizens that we are done playing around. We will pull together, as a country, and come out of this stronger. We are willing to take on short-temp pain to work towards finding new markets and diversifying our trade relationships. The Canadian economy is in a stronger position to survive and recover from a trade war than the US. The US Government in general has destroyed one of the most successful and positive economic and social partnerships in the world and neither Canadians, nor the rest of the world are going to forgive and forget.
First-person account of Canadian identity and national unity, expressing support for leadership while criticizing US policy damage to partnership.
@asmith6006
Mar 4, 2025
\\Not suprised by the polish dude... most polish people i met here living and born in the states have the most racial takes ! I was at a bar in NYC and i lost my …
\\Not suprised by the polish dude... most polish people i met here living and born in the states have the most racial takes ! I was at a bar in NYC and i lost my ID so i took my American Passport with me as a substitute and I showed the bouncer and he let me in the dive bar and i sat down to order and I hear an Old Polish dude with a accent tell his buddy "well at least we know its legal" as i turned to say "let me see your ID cause your accent is not american" as he started talking shit out loud and I told him" look at the foriegner telling a Mexican American man who is Native to the Americas with Native American ancestry that he does not belong in North America" my friends had my back and the bartneder gave me a free drink and stopped serving the Moron.... want to know something funny... I was born and raised in Brooklyn parkslope and went to a Polish Catholic school from Pre k to kindergarten and i was the only non polish person in the school and I spoke some words in polish as my baby sitter was an old polish woman.
Extended first-person account of experiencing discrimination and asserting Mexican-American and Native American identity in response to Polish immigrant prejudice.
fredymendez855
Oct 7, 2025
9:57 Less job opportunities yes and also political instability with India heading towards dictatorial rule. Also, infrastructure is not that great, especially the roads.
9:57 Less job opportunities yes and also political instability with India heading towards dictatorial rule. Also, infrastructure is not that great, especially the roads.
Provides first-person observations about job opportunities and conditions in India, citing specific reasons for emigration.
hurmanbansal
Sep 21, 2025
Booked a hostel in Montreal for a last minute weekend trip - it was just like the safe house - figured it out after I arrives. There were 3 illegal African guys "staying' in the …
Booked a hostel in Montreal for a last minute weekend trip - it was just like the safe house - figured it out after I arrives. There were 3 illegal African guys "staying' in the house. It was super sketchy. I did not sleep that night. It was terrifying. I had my kid with me. Never stay in a 'hostel' in Montreal!
First-person account of a hostel experience with undocumented African residents, framed as frightening and used to warn others.
mel3256
Jan 29, 2026
It's getting more and more difficult to want to go on a nice trip. Between the long line ups to enter the countries, filling out paperwork, being treated like a criminal at the border it's …
It's getting more and more difficult to want to go on a nice trip. Between the long line ups to enter the countries, filling out paperwork, being treated like a criminal at the border it's not worth it. I can remember crossing a few years back before COVID my stomach would do flip flops waiting in the line and it should never be like that
First-person account of border crossing anxiety and criticism of immigration/border procedures as dehumanizing and discouraging travel.
ramsfan709
Dec 8, 2025
Bruhh as an international student here in Canada who actually came here to develop a career and find a successful path, I'm honestly terrified of other immigrants who do stupid things without any repercussions because …
Bruhh as an international student here in Canada who actually came here to develop a career and find a successful path, I'm honestly terrified of other immigrants who do stupid things without any repercussions because they do all the fk ups and people actually came here to have a good career and life get marginalized and targeted. It's a very terrifying situation rn.
First-person account from an international student expressing fear about being marginalized due to negative actions by other immigrants, mixing lived experience with anxiety.
basiljohny4203
Sep 11, 2025
As American I thank you! I would love to move there ! Your country is peaceful and beautiful.
As American I thank you! I would love to move there ! Your country is peaceful and beautiful.
First-person account of desire to immigrate to Canada, expressing appreciation for the country's qualities.
@amywarnock2325
Mar 4, 2025
Cree here, it’s pretty common belief that we hate Ottawa and the political class for trying colonization 2.0 from the liberals. It seriously fucked over the country with pollution, crime, and opportunities. Many reservations still …
Cree here, it’s pretty common belief that we hate Ottawa and the political class for trying colonization 2.0 from the liberals. It seriously fucked over the country with pollution, crime, and opportunities. Many reservations still don’t have running water but at least we have armed foreigners adding to the human trafficking numbers. I will never forgive or forget what new canada has done to me and my people.
Indigenous perspective combining lived experience of colonialism, moral grievance about government policy, and concerns about crime/trafficking.
crownedraven1260
Feb 11, 2026
The tariffs are already high in Canada!! Everything I ship there is taxed 44%
The tariffs are already high in Canada!! Everything I ship there is taxed 44%
First-person account of personal shipping costs and tax burden experienced in Canada.
@pleasuredgirl717
Mar 4, 2025
The video shows facts, and it is sad to see people turning Canada into the country they came from (not just India). But funny how the older immigrants totally calling out the more educated and …
The video shows facts, and it is sad to see people turning Canada into the country they came from (not just India). But funny how the older immigrants totally calling out the more educated and recent immigrants for being free loaders, while not realizing the young are paying for your benefits. You worked a minimum wages job and bought landed properties with lunch money, while being the core reason for the housing crises because you "don't want condos or apartments to be build in our single household areas". Hypocrites!!
Draws on lived experience comparing older and newer immigrant generations while critiquing hypocrisy in housing attitudes.
arpitjasm
Jan 20, 2026
I had a 10 month wait before I could even get an appointment with a specialist for a WCB claim injury. Then my WCB case handler rejected my claim arbitrarily. I finally got my specialist …
I had a 10 month wait before I could even get an appointment with a specialist for a WCB claim injury. Then my WCB case handler rejected my claim arbitrarily. I finally got my specialist to see me decided that I needed an MRI and I finally have a surgery for a torn medial meniscus. When I finally get the surgery I will have been off of work for a year with no compensation or treatment! A symptom of an overwhelmed population boom!
Commenter describes personal healthcare delays and attributes them to population growth from immigration, linking lived experience to systemic strain.
aarongravelle7457
Sep 9, 2025
almost literally the only white family on my steet (i live in brampton)
almost literally the only white family on my steet (i live in brampton)
First-person account of demographic change in the commenter's neighborhood, implicitly expressing identity-based concern about being a minority.
vxstlymc9301
Jan 27, 2026
My boy finally came to Canada near my city and I missed him 😭😭😭😭 thanks for covering this issue though ❤️❤️ appreciate it as a second-gen sri lankan who is also experiencing the indian hate …
My boy finally came to Canada near my city and I missed him 😭😭😭😭 thanks for covering this issue though ❤️❤️ appreciate it as a second-gen sri lankan who is also experiencing the indian hate (because we all look the same to white people 🙃🙃)
First-person account of family reunion and lived experience of discrimination as a second-generation immigrant, with solidarity toward the video's coverage.
NakimiIshikawaXIII
Jan 27, 2026
THIS IS THE REASON WHY I LEFT CANADA !
THIS IS THE REASON WHY I LEFT CANADA !
First-person account of emigrating from Canada, implying dissatisfaction with immigration policy as a causal factor.
JumaMoss-s6i
Mar 1, 2026
The safe house is like 300 meters from my school. 😂
The safe house is like 300 meters from my school. 😂
Shares a personal connection to a location mentioned in the video with a lighthearted tone.
NicholasPComan
Feb 3, 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)