Skip to content
Canadian Immigration Dashboard [ CID ]
Civility Analysis

Discourse Quality

Toxicity and constructive discourse scores from Google's Perspective API (via Communalytic).

Comments Scored
55,769
Embeddings
55,418
Avg Toxicity
0.2446
Avg Constructive
0.4192
Highly Toxic (>0.5)
7,830
14.0% of scored

Toxicity Breakdown by Video (Top 10)

Average toxicity scores across comments on each video — bars show how commenters' language scores on each toxicity dimension.

Constructive vs Toxic

Each point is a comment. X-axis = toxicity, Y-axis = average constructive score (affinity, compassion, curiosity, nuance, personal story, reasoning, respect).

27,099
Constructive & Civil
2,759
Passionate but Toxic
19,440
Neutral / Low Signal
4,931
Purely Toxic

Based on 54,229 comments with both toxicity and constructive scores.

Toxicity & Constructiveness Over Time

Monthly average toxicity vs constructive scores — track how discourse quality shifts around key events.

Discourse Quality Score by Video (Top 10)

Composite score = avg constructive - avg toxicity, computed from comment-level Perspective API scores. Green bars = net constructive discourse; red bars = net toxic discourse.

Discourse Quality Score by Channel (Top 10)

Same composite score aggregated by channel — based on comment toxicity/constructiveness scores, not the channel's own content. Which channels' comment sections foster constructive vs toxic discussion?

{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

Search & Filter

Search comment text, filter by category or toxicity level
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
30,738 comments · Page 129 of 1230
Oh how Canada has lost its identity. So sad really, the Canada we all once knew and loved is gone to the parasites
Oh how Canada has lost its identity. So sad really, the Canada we all once knew and loved is gone to the parasites
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.6149945
Profanity0.117874645
Threat0.007948523
Severe Toxicity0.023076924
Moderate 0.5885171 Moderate Con 0.383 Insult Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I swear canadians are more racists than americans
I swear canadians are more racists than americans
Inside Canada's Indian Invasion... · 41: Cluster #40
Close reading → Discourse → Video sentiment →
Identity Attack0.60238177
Insult0.48228607
Profanity0.17055123
Threat0.009126588
Severe Toxicity0.029626917
Moderate 0.5885171 Low Con 0.289 Identity Attack Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
The immagrants all need to be deported.They are destroying this country.Anybody who likes immagrants should be deported with them to their country
The immagrants all need to be deported.They are destroying this country.Anybody who likes immagrants should be deported with them to their country
Why Canadians Are Turning Against Immigrants. · 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.6413409
Insult0.4125297
Profanity0.16915557
Threat0.2566701
Severe Toxicity0.16960317
Moderate 0.5885171 Low Con 0.212 Identity Attack
Nov 16, 2025 1 likes Why Canadians Are Turning Against …
We Canadians are screwed! 😢
We Canadians are screwed! 😢
Why Canadians Are Turning Against Immigrants. · 123: Cluster #122
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5129801
Profanity0.44133487
Threat0.00933372
Severe Toxicity0.0394905
Moderate 0.5885171 Moderate Con 0.388 Insult Fear_Threat
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
GET RID OF DIAB BLINKEY SEND HER PACKING CLEARLY INCOMPETENT
GET RID OF DIAB BLINKEY SEND HER PACKING CLEARLY INCOMPETENT
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.044612918
Insult0.56997263
Profanity0.23857519
Threat0.17016006
Severe Toxicity0.06225512
Moderate 0.5885171 Low Con 0.084 Insult Call_To_Action
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
If the bike guy gets fired let’s all donate a shit ton of money to him.
If the bike guy gets fired let’s all donate a shit ton of money to him.
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.034300596
Insult0.37392882
Profanity0.6242122
Threat0.04718852
Severe Toxicity0.02406851
Moderate 0.5885171 Low Con 0.285 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
Deppoo00rtt all these hindduudo and Sikkhhss back to their dung heap ad make the west whhyiittee again.
Deppoo00rtt all these hindduudo and Sikkhhss back to their dung heap ad make the west whhyiittee again.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.56711763
Insult0.5935568
Profanity0.47435758
Threat0.34804323
Severe Toxicity0.50234145
Moderate 0.5885171 Low Con 0.158 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The white guy literally said there’s only poor white trash left there. Pretty sad when a white Man says that. 🤦‍♀️
The white guy literally said there’s only poor white trash left there. Pretty sad when a white Man says that. 🤦‍♀️
Inside Canada's Indian Invasion... · 397: Cluster #396
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5130944
Profanity0.2801717
Threat0.011094344
Severe Toxicity0.044870634
Moderate 0.5885171 Low Con 0.264 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
They never should have come here. They dont care about Canada. If they had their way they would take over the country for f**ks sake. Someome end these programs and 'targets'. Its insane, and its …
They never should have come here. They dont care about Canada. If they had their way they would take over the country for f**ks sake. Someome end these programs and 'targets'. Its insane, and its criminal. They have stolen so much from Canads.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.35299334
Insult0.48399165
Profanity0.5013569
Threat0.035458352
Severe Toxicity0.112294696
Moderate 0.5885171 Moderate Con 0.336 Fear_Threat
Nov 26, 2025 Quebec Ends Economic Immigration Program …
That one guy really said Africa is dumb. A whole continent is dumb? And he is talking about how africans have low intelligence? Him thinking that a whole continent with over 1.5 billion people in …
That one guy really said Africa is dumb. A whole continent is dumb? And he is talking about how africans have low intelligence? Him thinking that a whole continent with over 1.5 billion people in it is dumb shows me that he in fact is the one with low intelligence. Ew..
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.46614665
Insult0.58196646
Profanity0.33954415
Threat0.01052473
Severe Toxicity0.02378681
Moderate 0.5885171 Low Con 0.217 Insult Meta_Commentary
Feb 8, 2026 4 likes Inside Canada's Indian Invasion...
Well, atleast both men and women work and pay taxes, in comparison to the small hats that are only praying. They literally have 10-20 kids, only women work allegedly and are extremely racist against all …
Well, atleast both men and women work and pay taxes, in comparison to the small hats that are only praying. They literally have 10-20 kids, only women work allegedly and are extremely racist against all other races. All while living on others cost, free food, free homes and no worries in life. Literally the parasites of the world.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.62169385
Profanity0.21564959
Threat0.010369381
Severe Toxicity0.023076924
Moderate 0.5885171 Moderate Con 0.378 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
All the garbage is from India Vancouver BC😅
All the garbage is from India Vancouver BC😅
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5130944
Profanity0.21673056
Threat0.007547205
Severe Toxicity0.038593806
Moderate 0.5885171 Low Con 0.294 Identity Attack Insult Identity_Assertion
Sep 29, 2025 1 likes IRCC Names India in Study …
I’m not racist, but I don’t go to Singh Hortons anymore. Not gonna spend money to get a coffee made poorly and tastes like ass. They do this on purpose, so that they don’t ever …
I’m not racist, but I don’t go to Singh Hortons anymore. Not gonna spend money to get a coffee made poorly and tastes like ass. They do this on purpose, so that they don’t ever get busy.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.4534306
Profanity0.5013569
Threat0.01119791
Severe Toxicity0.02444411
Moderate 0.5885171 Moderate Con 0.415 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Why dont you go to Palestine and ask the natives about the European and white settlers invasion you hypocrite you.
Why dont you go to Palestine and ask the natives about the European and white settlers invasion you hypocrite you.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.5935568
Profanity0.18417911
Threat0.011715741
Severe Toxicity0.023076924
Moderate 0.5885171 Low Con 0.203 Insult Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
As a Canadian I've been saying this for the last 5 years and was called racist. Well I'm going to be the biggest best racist i can. Get your backwards religion and culture out of …
As a Canadian I've been saying this for the last 5 years and was called racist. Well I'm going to be the biggest best racist i can. Get your backwards religion and culture out of my country, your disgusting religion and culture is not welcome here. You will not be tolerated by the people. The government may welcome you, the people will not. You'll have to cull the white population in Canada to silence this movement against Muslim immigrants. Worthless people with no humanity, not even for each other, they only care about their religion and nothing else. Calling them human I think at this point is a stretch. My cat has more emotional maturity and regulation then Muslims. Absolutely vile "people".
Why Canadians Are Turning Against Immigrants. · 20: Cluster #19
Close reading → Video sentiment →
Identity Attack0.58743036
Insult0.5678696
Profanity0.19524631
Threat0.10389658
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.431 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
Thats liberal government for you always screwing canadians . they bring scam artists into this country and they dont give a crap us canadians. they have no respect for our country ,our people or way …
Thats liberal government for you always screwing canadians . they bring scam artists into this country and they dont give a crap us canadians. they have no respect for our country ,our people or way life . where are these scam artists liberals need to find them and deport them now . I am so very angry with this government for what they have done to country of ours .the biggest problem is that has been going since the 70s . there are more violent crime in since the liberals brought these east indians here . the catch and release program with them is not working they get bail leave jail head right to an international and leave the country with no punishment what so ever . more than likely returning under a different name .
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.5739874
Profanity0.4044591
Threat0.045895394
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.443 Insult
Oct 13, 2025 IRCC Names India in Study …
When the Indian lady who’s been here some time started talking about not robbing liquor stores, I was expecting no you to edit in footage of the assholes openly robbing LCBO in the middle of …
When the Indian lady who’s been here some time started talking about not robbing liquor stores, I was expecting no you to edit in footage of the assholes openly robbing LCBO in the middle of the day, just walking away with $1000 of liquor (obviously from one area of the world) 😢
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.5130944
Profanity0.5013569
Threat0.030278467
Severe Toxicity0.18232453
Moderate 0.5885171 Moderate Con 0.448 Insult Unverified_Claim
Sep 19, 2025 22 likes Inside Canada's Indian Metropolis (Brampton)
That Muslim man sure seemed racist!!!
That Muslim man sure seemed racist!!!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58743036
Insult0.46476576
Profanity0.19032755
Threat0.014911477
Severe Toxicity0.042180564
Moderate 0.5885171 Low Con 0.241 Identity Attack Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
makes me want to vomit when i hear them talk!!!! 🤢🤢🤢🤮🤮🤮🤮
makes me want to vomit when i hear them talk!!!! 🤢🤢🤢🤮🤮🤮🤮
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.029660052
Insult0.3388922
Profanity0.3366329
Threat0.15434735
Severe Toxicity0.16496792
Moderate 0.5885171 Moderate Con 0.33 Fear_Threat
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
INDIA AND CANADA =POOPED INVASION .....GO INDIA PLEASE
INDIA AND CANADA =POOPED INVASION .....GO INDIA PLEASE
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.5130944
Profanity0.2761231
Threat0.02855184
Severe Toxicity0.2281948
Moderate 0.5885171 Low Con 0.205 Identity Attack Insult Fear_Threat
Feb 17, 2026 Inside Canada's Indian Invasion...
Wow great canada is screwed
Wow great canada is screwed
IRCC Names India in Study Permit Fraud | … · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.3817989
Insult0.5130944
Profanity0.44431314
Threat0.008116818
Severe Toxicity0.038593806
Moderate 0.5885171 Moderate Con 0.319 Insult
Oct 3, 2025 IRCC Names India in Study …
It isn't the Canadian dream anymore, it's ridiculous.
It isn't the Canadian dream anymore, it's ridiculous.
Why Canadians Are Turning Against Immigrants. · 123: Cluster #122
Close reading → Video sentiment →
Identity Attack0.2823795
Insult0.61794597
Profanity0.1612468
Threat0.008013252
Severe Toxicity0.018449519
Moderate 0.5885171 Moderate Con 0.307 Insult
Aug 26, 2025 Why Canadians Are Turning Against …
0:41 First of all there is a difference between Indian and khalistani 🧐 khalistani is anti-nationalist anti India terrorist group who portray themselves as sikh they are not sikh and some damn Pakistanis and Bangladeshi …
0:41 First of all there is a difference between Indian and khalistani 🧐 khalistani is anti-nationalist anti India terrorist group who portray themselves as sikh they are not sikh and some damn Pakistanis and Bangladeshi also portrait inside as Indian
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.5543018
Profanity0.44890457
Threat0.2836219
Severe Toxicity0.45895407
Moderate 0.5885171 Moderate Con 0.333 Identity Attack Insult Identity_Assertion
Feb 26, 2026 Inside Canada's Indian Invasion...
Gosh I hate Indian accent so much
Gosh I hate Indian accent so much
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.28586254
Profanity0.31402156
Threat0.01508414
Severe Toxicity0.104393706
Moderate 0.5885171 Moderate Con 0.372 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Dude Canada looks f'ing DISGUSTING NOW lmao. Gonna be able start smelling the place from across the border.
Dude Canada looks f'ing DISGUSTING NOW lmao. Gonna be able start smelling the place from across the border.
Inside Canada's Indian Invasion... · 343: Cluster #342
Close reading → Discourse → Video sentiment →
Identity Attack0.49584505
Insult0.5145894
Profanity0.35094926
Threat0.010731863
Severe Toxicity0.10702737
Moderate 0.5885171 Moderate Con 0.357 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Data source: comment_perspective_scores (Google Perspective API via Communalytic) · Scores are probability values (0-1) indicating how likely a reader would perceive the interaction as toxic or constructive.