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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
Active: Tox: 0.5 – 1 4,704 comments · Page 149 of 189
GET THESE IMMIGRANTS OUT OF CANADA NOW, WE DON'T WANT YOU HERE!!!
GET THESE IMMIGRANTS OUT OF CANADA NOW, WE DON'T WANT YOU HERE!!!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57957685
Insult0.37052566
Profanity0.06495911
Threat0.051391184
Severe Toxicity0.05025077
Moderate 0.5566829 Low Con 0.228 Identity Attack Call_To_Action
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
Too liberal not conservative! 10yrs ungmder blackface started it.. if you didn't like the craphole u left don't turn this country into the craphole u left
Too liberal not conservative! 10yrs ungmder blackface started it.. if you didn't like the craphole u left don't turn this country into the craphole u left
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.3895355
Insult0.5678696
Profanity0.30866358
Threat0.009799767
Severe Toxicity0.02416241
Moderate 0.5566829 Low Con 0.26 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
Every single non white must leave.
Every single non white must leave.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6220118
Insult0.33998606
Profanity0.22213541
Threat0.19862294
Severe Toxicity0.16960317
Moderate 0.5566829 Low Con 0.197 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
Good job 👍 👍 👍 👍 👍 People with white skin belong to Europe. They have no connection to this continent. Do to them what they did to the indigenous people of this continent. Send …
Good job 👍 👍 👍 👍 👍 People with white skin belong to Europe. They have no connection to this continent. Do to them what they did to the indigenous people of this continent. Send them back to their place of origin; if they refuse, throw them into the nearest ocean.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.39297962
Profanity0.22653213
Threat0.4438339
Severe Toxicity0.23224458
Moderate 0.5566829 Low Con 0.3 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Too many of any kind of people is disgusting.
Too many of any kind of people is disgusting.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.5739874
Profanity0.2356715
Threat0.009463178
Severe Toxicity0.022064678
Moderate 0.5566829 Low Con 0.261 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I completely dislike anything to do with Hinduism. Having to see those ugly stranges images and listen to their terrible singing or chants made it very difficult for me to watch this short video clip. …
I completely dislike anything to do with Hinduism. Having to see those ugly stranges images and listen to their terrible singing or chants made it very difficult for me to watch this short video clip. It's awful!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.45135358
Profanity0.30866358
Threat0.016292779
Severe Toxicity0.045767322
Moderate 0.5566829 Moderate Con 0.5 Identity_Assertion
Nov 16, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Canada has become India, the place has become a 💩🕳️
Canada has become India, the place has become a 💩🕳️
Inside Canada's Indian Invasion... · 36: Cluster #35
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5130944
Profanity0.29209393
Threat0.011612174
Severe Toxicity0.16960317
Moderate 0.5566829 Low Con 0.176 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Geez, who could have predicted that the country where the Air India terrorist attack was planned and executed by one group of East Indians against another could have degenerated into a third world sh!thole with …
Geez, who could have predicted that the country where the Air India terrorist attack was planned and executed by one group of East Indians against another could have degenerated into a third world sh!thole with more immigrants from there.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.48399165
Profanity0.47191826
Threat0.14802226
Severe Toxicity0.16960317
Moderate 0.5566829 Moderate Con 0.318 Identity Attack
Sep 27, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The Irony of the guy on the bike saying that indians eat poop and rape in Africa is culture wow! I'm sure it's not our kind that eats human flesh and S/A children in the …
The Irony of the guy on the bike saying that indians eat poop and rape in Africa is culture wow! I'm sure it's not our kind that eats human flesh and S/A children in the past and it's still happening today but buddy looks like he'd be good friends with epstein😮
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.49855098
Insult0.46774593
Profanity0.39498812
Threat0.20544581
Severe Toxicity0.22513679
Moderate 0.5566829 Moderate Con 0.341 Moral_Argument
Feb 12, 2026 Inside Canada's Indian Invasion...
Damn, is this for real?
Damn, is this for real?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.011617327
Insult0.16195811
Profanity0.6643082
Threat0.008686432
Severe Toxicity0.024350211
Moderate 0.5566829 Moderate Con 0.34 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Finally I am so pumped someone actually im from Nova Scotia and it’s gotten a little out of control but everyone is so scared of saying anything! Thank you buddy for being the one with …
Finally I am so pumped someone actually im from Nova Scotia and it’s gotten a little out of control but everyone is so scared of saying anything! Thank you buddy for being the one with big enough balls to say something
Inside Canada's Indian Invasion... · 171: Cluster #170
Close reading → Video sentiment →
Identity Attack0.06613251
Insult0.29855028
Profanity0.46460027
Threat0.018710058
Severe Toxicity0.02458496
Moderate 0.5566829 Constructive 0.614
Jan 27, 2026 Inside Canada's Indian Invasion...
6:57 this guy is relatively nice and truthful, but why the heck would Canda import a one handed Indian thief? Thieves get their hands cut off in India.
6:57 this guy is relatively nice and truthful, but why the heck would Canda import a one handed Indian thief? Thieves get their hands cut off in India.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5108175
Insult0.4794537
Profanity0.4001375
Threat0.2836219
Severe Toxicity0.16960317
Moderate 0.5566829 Moderate Con 0.36 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m just happy white ppl are mad. Ask the natives how they felt when your ancestors genocide millions of natives. Your white politicians did this because you whites are lazy and only want office jobs …
I’m just happy white ppl are mad. Ask the natives how they felt when your ancestors genocide millions of natives. Your white politicians did this because you whites are lazy and only want office jobs with work life balance. Immigrants are willing to work low end jobs.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.48228607
Profanity0.2347036
Threat0.08703069
Severe Toxicity0.04666401
Moderate 0.5566829 Moderate Con 0.471 Identity Attack Moral_Argument
Feb 22, 2026 1 likes Inside Canada's Indian Invasion...
In parts of London, they have just put up signs telling people not to defec.ate (shite) in the street! I kid you not, the signs have little stick men squatting and dumping! That, THAT, is …
In parts of London, they have just put up signs telling people not to defec.ate (shite) in the street! I kid you not, the signs have little stick men squatting and dumping! That, THAT, is what our politicians and dumb liberal green-hugging lefties have imported into our once great country. The population of London is now less than 40% white, and reducing at an alarming rate. White flight is increasing fast. Outside of the cities is generally your beautiful, clean, safe and picturesque villages, towns and countryside - basically the real England/Britain, with the real people. Most cities are an absolute dump, increasingly being plagued by crime, and foreigners doing anything & everything other than working or contributing in any positive way. It's so sad. On current trends, by 2063, indigenous whites will be in the minority - 37 years time, and truth is it will lilely be quicker than that. Our only hope is Farage and Reform, but I suspect it's too late to stop the juggernaut.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.45610145
Insult0.5393265
Profanity0.48510036
Threat0.026479885
Severe Toxicity0.16960317
Moderate 0.5566829 Constructive 0.686 Insult Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
indians do indians things: scamming
indians do indians things: scamming
Inside Canada's Indian Invasion... · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.4339631
Profanity0.29984993
Threat0.037530303
Severe Toxicity0.16960317
Moderate 0.5566829 Low Con 0.151 Identity Attack Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
These are the worms on my taxes paid. Basically, worms on taxpayers' money. The western and Muslim ecosystems need to be brought down. Stop hate against India. I know, you guys are covering up those …
These are the worms on my taxes paid. Basically, worms on taxpayers' money. The western and Muslim ecosystems need to be brought down. Stop hate against India. I know, you guys are covering up those belong to western and Muslim ecosystems. @drsjaishankar, #NoFTAWithCanada! Indians of Hindu origin, it's time to show these worms of purchasing power of Hindus by boycotting these ecosystems.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.5130944
Profanity0.26628086
Threat0.08396416
Severe Toxicity0.16960317
Moderate 0.5566829 Moderate Con 0.317 Identity Attack Insult Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
Indians are racist period. They hire themselves. There is a lot of discrimination beef between their caste.
Indians are racist period. They hire themselves. There is a lot of discrimination beef between their caste.
Inside Canada's Indian Metropolis (Brampton) · 20: Cluster #19
Close reading → Video sentiment →
Identity Attack0.5983441
Insult0.46625584
Profanity0.22522148
Threat0.013702838
Severe Toxicity0.09649272
Moderate 0.5566829 Low Con 0.216 Identity Attack
Nov 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian dirty people's in Canada so sad for Canada love from Pakistan 🇵🇰❤️
Indian dirty people's in Canada so sad for Canada love from Pakistan 🇵🇰❤️
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.5678696
Profanity0.27274927
Threat0.038220957
Severe Toxicity0.23224801
Moderate 0.5566829 Moderate Con 0.384 Identity Attack Insult Identity_Assertion
Feb 10, 2026 2 likes Inside Canada's Indian Invasion...
Look at the statue, what the hell they are claiming the land as their own, by bringing that monkey statue their, you know how that works
Look at the statue, what the hell they are claiming the land as their own, by bringing that monkey statue their, you know how that works
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.11280017
Insult0.48569724
Profanity0.44890457
Threat0.01254427
Severe Toxicity0.028730227
Moderate 0.5559701 Low Con 0.183 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Lol that bike cycle guy is maxim Bernier racist Canadian!
Lol that bike cycle guy is maxim Bernier racist Canadian!
Inside Canada's Indian Invasion... · 68: Cluster #67
Close reading → Discourse → Video sentiment →
Identity Attack0.5108175
Insult0.5130944
Profanity0.07870171
Threat0.007922632
Severe Toxicity0.023076924
Moderate 0.5559701 Low Con 0.166 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Born in Brampton, what a 💩 hole. Thank God I was moved to Alberta in the mid 90s. And can not wait to seperate from the socialist 💩 hole that is Canada.
Born in Brampton, what a 💩 hole. Thank God I was moved to Alberta in the mid 90s. And can not wait to seperate from the socialist 💩 hole that is Canada.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.43256098
Insult0.5588244
Profanity0.32965264
Threat0.008893564
Severe Toxicity0.030523606
Moderate 0.5559701 Moderate Con 0.433 Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Koose phuddiaale khalistani
Koose phuddiaale khalistani
Inside Canada's Indian Invasion... · 154: Cluster #153
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.57566804
Profanity0.46460027
Threat0.34804323
Severe Toxicity0.45895407
Moderate 0.5559701 Low Con 0.181 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
To the racist man who said he hates all africans. Not all african are dumb. 8:18
To the racist man who said he hates all africans. Not all african are dumb. 8:18
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.5124616
Insult0.49151286
Profanity0.36230123
Threat0.018882722
Severe Toxicity0.02383376
Moderate 0.5559701 Low Con 0.255 Identity Attack Moral_Argument
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
Few Sikh guys are good but most of in canada is half brain..if you ll give them khalistan they will not know what to do with it..and yet they want khalistan...they have punjab go and …
Few Sikh guys are good but most of in canada is half brain..if you ll give them khalistan they will not know what to do with it..and yet they want khalistan...they have punjab go and see what they did with punjab..most of youths are drug addict there and rest of the addicts are living in canada where their government is openly supporting these crooks
Inside Canada's Indian Invasion... · 50: Cluster #49
Close reading → Discourse → Video sentiment →
Identity Attack0.50917345
Insult0.5739874
Profanity0.15195307
Threat0.016810767
Severe Toxicity0.02378681
Moderate 0.5559701 Moderate Con 0.314 Identity Attack Insult Identity_Assertion
Feb 17, 2026 1 likes Inside Canada's Indian Invasion...
UT is a big BS..they need to go back to India..they are Fake!!
UT is a big BS..they need to go back to India..they are Fake!!
Inside Canada's Indian Metropolis (Brampton) · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.50515443
Insult0.5130944
Profanity0.33453682
Threat0.045895394
Severe Toxicity0.16760159
Moderate 0.5559701 Low Con 0.153 Identity Attack Insult
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
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.