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
My father immigrated to Canada from India in 1961 to complete his PhD, where he met my mother, a local farm girl. They married, and he soon joined Agriculture Canada as a research scientist at …
My father immigrated to Canada from India in 1961 to complete his PhD, where he met my mother, a local farm girl. They married, and he soon joined Agriculture Canada as a research scientist at the Regina Research Station in 1963. Over his remarkable 40-year career, he contributed significantly to the evolution of herbicide research during a transformative era for Canadian agriculture. In the 1960s, as herbicide use surged across the prairies—building on early selective compounds like 2,4-D introduced post-World War II—his work focused on environmental residues and applicator safety, helping refine application methods amid a boom that saw the number of available herbicides in Canada and the U.S. rise from about 25 in 1950 to over 100 by the end of the decade. This period marked the widespread adoption of chemicals for weed control, enabling reduced tillage and boosting crop yields in grain production.
By the 1970s, Agriculture Canada's efforts intensified with the introduction of groundbreaking non-selective herbicides like glyphosate, which revolutionized prairie farming by facilitating no-till practices and minimizing soil erosion while controlling persistent weeds. My father's studies on herbicide drift, persistence in air and soil, and human exposure played a key role in ensuring safer, more effective use, aligning with broader innovations that transformed western Canada's grain sector into a global powerhouse. Into the 1980s, as resistance issues emerged and manufacturing processes improved to reduce contaminants like dioxins in phenoxy herbicides, his research supported sustainable advancements, including better monitoring and guidelines that influenced international standards. Through these decades, his pioneering contributions helped develop and optimize herbicides now employed worldwide, fundamentally changing farming practices and enhancing productivity across the vast Canadian prairies.
Extended first-person account of the commenter's father's immigration journey and professional contributions to Canadian agriculture over 40 years.
Personal Narrative
0.95
spgaudiotek
Jan 29, 2026
It took me 7 years to get a PR
It took me 7 years to get a PR
Direct first-person account of the commenter's own immigration experience and timeline.
Personal Narrative
0.95
LittleFoot27
Sep 20, 2025
Lived in Brampton for years. Lovely place to live back in the 1990s.
Lived in Brampton for years. Lovely place to live back in the 1990s.
First-person account of living experience in Brampton during a specific time period.
Personal Narrative
0.95
kaydenpat
Sep 19, 2025
I'm moving to Canada
I'm moving to Canada
Simple first-person statement about the commenter's own relocation plans to Canada.
Personal Narrative
0.95
@neoteny7
Mar 4, 2025
Hello! I am coming to Canada next year as a student, my parents have given me permission to study abroad. 😊😊❤
Hello! I am coming to Canada next year as a student, my parents have given me permission to study abroad. 😊😊❤
First-person account of the commenter's upcoming move to Canada as a student with parental permission.
Personal Narrative
0.95
Satyavathi-r5r
Jan 16, 2026
JUST DID MY CITIZENSHIP TEST JULY4th/2025 and I PASSED 19/20. I WATCHED THIS 2 TIMES AND SKIMMED THROUGH THE STUDY GUIDE. I’M SO HAPPY. PARIS HERE I COMEEEEE 🩷
JUST DID MY CITIZENSHIP TEST JULY4th/2025 and I PASSED 19/20. I WATCHED THIS 2 TIMES AND SKIMMED THROUGH THE STUDY GUIDE. I’M SO HAPPY. PARIS HERE I COMEEEEE 🩷
First-person account of passing citizenship test with specific details about preparation and outcome.
Personal Narrative
0.95
kayonsmith29
Jul 4, 2025
Came to Canada from Barbados 11 years ago and worked for everything I have. Never got help from the government.
Came to Canada from Barbados 11 years ago and worked for everything I have. Never got help from the government.
First-person account of immigration experience and self-reliance without government assistance.
Personal Narrative
0.95
ramonlawrence8375
Aug 27, 2025
I am moving there now
I am moving there now
Direct first-person statement about the commenter's own immigration decision and action.
Personal Narrative
0.95
@CoastJRA
Mar 4, 2025
as a person who moved from alberta to brampton due to a family emergency for just 1 year, i was not prepared for the nosedive in quality of life at all
as a person who moved from alberta to brampton due to a family emergency for just 1 year, i was not prepared for the nosedive in quality of life at all
First-person account of relocating to Brampton and experiencing a significant decline in quality of life.
Personal Narrative
0.95
realchikinmcnugets
Sep 19, 2025
I had to leave Vancouver because it was too much, too fast!
I had to leave Vancouver because it was too much, too fast!
First-person account of leaving Vancouver due to rapid demographic/social change.
Personal Narrative
0.95
ShelbiMc
Jan 28, 2026
I was one of the first ones who got PR though Jason Kenney's Canadian Experience class. Thank you, Mr. Kenney.
I was one of the first ones who got PR though Jason Kenney's Canadian Experience class. Thank you, Mr. Kenney.
Direct first-person account of benefiting from a specific immigration program.
Personal Narrative
0.95
Martin-hi2kw
Feb 17, 2026
I wrote my citizenship test 20/20 today. While the questions in the actual test were not the same as this video, this video helped me to review and prepare with confidence. I read the discover …
I wrote my citizenship test 20/20 today. While the questions in the actual test were not the same as this video, this video helped me to review and prepare with confidence. I read the discover Canada guide cover to cover thrice and went over this quiz twice. What really helped is that this quiz refers you to the exact line and the page of the handbook which helped a lot in preparation. Good luck everyone!
First-person account of passing citizenship test, sharing study methods and gratitude for the video's educational value.
Personal Narrative
0.95
riseabovethesilence5315
Mar 1, 2026
Thanks, I just passed and scored 20/20 in 7 minutes. The questions were so easy, straight from the book and this video helped a lot. I also did a lot of mock tests.
Thanks, I just passed and scored 20/20 in 7 minutes. The questions were so easy, straight from the book and this video helped a lot. I also did a lot of mock tests.
First-person account of passing a test with specific score and preparation methods.
Personal Narrative
0.95
Michael4684-S
Jan 26, 2026
I want to say a big thank you for this video it help me to pass my citizens test Friday the 14th of November 2025 at 9:10 it only take me 10 minutes to complete …
I want to say a big thank you for this video it help me to pass my citizens test Friday the 14th of November 2025 at 9:10 it only take me 10 minutes to complete the test
First-person account of using the video to prepare for and pass a citizenship test, with specific biographical details.
Personal Narrative
0.95
annettefrankson3858
Nov 14, 2025
I gotta move to Canada.
I gotta move to Canada.
Brief first-person statement expressing intent to relocate to Canada.
Personal Narrative
0.95
@Werewolf_Eyebrows
Mar 4, 2025
thank u so much, I passed yesterday!
thank u so much, I passed yesterday!
Brief first-person account of passing a test, expressing gratitude for the video resource.
Personal Narrative
0.95
jhondavetorres5641
Aug 9, 2025
Yo Tyler I live there I wish I saw you man 8:34
Yo Tyler I live there I wish I saw you man 8:34
Simple first-person account of living in the area and expressing regret about missing the video creator.
Personal Narrative
0.95
gurshangill7950
Jan 28, 2026
I used to live in Brampton and this is real.
I used to live in Brampton and this is real.
Direct first-person account of lived experience in a specific location.
Personal Narrative
0.95
Unknown-GamingLegend
Jan 29, 2026
I like this guy now
I like this guy now
Brief first-person statement of approval for an unnamed subject.
Personal Narrative
0.95
@F.ckbidenintheassplz
Mar 4, 2025
Just took the test, got 19/20 (July 2025). This video was of great help. Read the study once and watched this once video from start till end, and I was all set. Thanks for sharing …
Just took the test, got 19/20 (July 2025). This video was of great help. Read the study once and watched this once video from start till end, and I was all set.
Thanks for sharing this video.
Also, thanks to everyone for the comments because your testimonies help give credibility.
First-person account of taking a test, sharing personal success and gratitude for the video resource.
Personal Narrative
0.95
spadez2012
Jul 16, 2025
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Compare Videos
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)