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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 118 of 189
Indians work and contribute to the community tf is these white peoples problem
Indians work and contribute to the community tf is these white peoples problem
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.60238177
Insult0.4555076
Profanity0.45028755
Threat0.013321015
Severe Toxicity0.16960317
Moderate 0.60254884 Moderate Con 0.351 Identity Attack Identity_Assertion
Feb 19, 2026 2 likes Inside Canada's Indian Invasion...
Damn it really hurts to see that they occupied that church
Damn it really hurts to see that they occupied that church
Inside Canada's Indian Metropolis (Brampton) · 156: Cluster #155
Close reading → Video sentiment →
Identity Attack0.2803029
Insult0.28791866
Profanity0.64460015
Threat0.010990778
Severe Toxicity0.05473421
Moderate 0.60254884 Moderate Con 0.378
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
8:20 this video is full of racist people
8:20 this video is full of racist people
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.40243408
Profanity0.2600683
Threat0.025098583
Severe Toxicity0.08069076
Moderate 0.60254884 Low Con 0.229 Meta_Commentary
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
India is a dirty country and poor country. Nobody wants people who can't keep their own country clean to come and phuck up their countries too.
India is a dirty country and poor country. Nobody wants people who can't keep their own country clean to come and phuck up their countries too.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5130944
Profanity0.37923992
Threat0.022853967
Severe Toxicity0.20984669
Moderate 0.60254884 Low Con 0.292 Identity Attack Insult Unverified_Claim
Feb 12, 2026 Inside Canada's Indian Invasion...
Being racist against Indians and not wanting them in your country because they are Indian, is ok
Being racist against Indians and not wanting them in your country because they are Indian, is ok
Inside Canada's Indian Invasion... · 237: Cluster #236
Close reading → Discourse → Video sentiment →
Identity Attack0.65625757
Insult0.35849577
Profanity0.25184435
Threat0.2566701
Severe Toxicity0.19761463
Moderate 0.60254884 Low Con 0.279 Identity Attack Identity_Assertion
Feb 18, 2026 5 likes Inside Canada's Indian Invasion...
Brampton used to be the lovely city. Mow is just garbage
Brampton used to be the lovely city. Mow is just garbage
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.094936445
Insult0.6308392
Profanity0.27747265
Threat0.006912862
Severe Toxicity0.020644438
Moderate 0.60254884 Moderate Con 0.33 Insult Fear_Threat
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I'll take indians over black
I'll take indians over black
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6778536
Insult0.34782293
Profanity0.2637234
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.60254884 Moderate Con 0.332 Identity Attack Identity_Assertion
Feb 3, 2026 Inside Canada's Indian Invasion...
Immigration is fine as long as they’re vetted, have skills the country needs,ie doctors , tradesmen, but letting in everybody and their dog is ridiculous! Why is it that it’s only poopjeets that are being …
Immigration is fine as long as they’re vetted, have skills the country needs,ie doctors , tradesmen, but letting in everybody and their dog is ridiculous! Why is it that it’s only poopjeets that are being brought in to take over. Are there no other countries that have refugees that aren’t fleas on the system? The US have black fatigue, well Canada definitely have Hindu fatigue. I’m getting tired of being a second or third class citizen in my own fucking country. Voting to get the Lieberals out will not work, extreme violence is going to be the only way to remove them or Canada will be gone forever. Once that’s accomplished then the mass deportations can start immediately.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5678696
Profanity0.5013569
Threat0.031314444
Severe Toxicity0.23224801
Moderate 0.60254884 Constructive 0.545 Identity Attack Insult Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
…..fraudulent and dishonest Indian students must be deported back to India…
…..fraudulent and dishonest Indian students must be deported back to India…
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.6227552
Insult0.5130944
Profanity0.12035047
Threat0.061412923
Severe Toxicity0.109661035
Moderate 0.60254884 Low Con 0.113 Identity Attack Insult
Sep 28, 2025 1 likes IRCC Names India in Study …
Canada is turning into an absolute shithole country. They destroyed our small towns by flooding them with addicts and drugs, the create turf wars among various groups from around the world in our major cities. …
Canada is turning into an absolute shithole country. They destroyed our small towns by flooding them with addicts and drugs, the create turf wars among various groups from around the world in our major cities. The country is destroyed in 10 years. That's all it took. 10 years to destroy a once great nation.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.44690517
Insult0.5497792
Profanity0.44890457
Threat0.047835086
Severe Toxicity0.1597006
Moderate 0.60254884 Moderate Con 0.375 Insult
Oct 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians only hire Indians. Kick them out.
Indians only hire Indians. Kick them out.
Inside Canada's Indian Metropolis (Brampton) · 20: Cluster #19
Close reading → Video sentiment →
Identity Attack0.60238177
Insult0.36193377
Profanity0.2687007
Threat0.54744303
Severe Toxicity0.23226175
Moderate 0.60254884 Low Con 0.121 Identity Attack Threat
Oct 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I hate how many indians have infested our country, make cost of living skyrocket. Its not racist, its just straight facts.
I hate how many indians have infested our country, make cost of living skyrocket. Its not racist, its just straight facts.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.65625757
Insult0.46327567
Profanity0.29209393
Threat0.09316374
Severe Toxicity0.23224458
Moderate 0.60254884 Moderate Con 0.466 Identity Attack Economic_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
look im not a public figure so i can say this openly without being "cancelled". This is how racism starts. People aren`t inherently racist towards indians RIGHT NOW but give it multiple generations of people …
look im not a public figure so i can say this openly without being "cancelled". This is how racism starts. People aren`t inherently racist towards indians RIGHT NOW but give it multiple generations of people who are sick of this shit raising kids and those kids will grow up to hate. Thats all im gonna say.
Inside Canada's Indian Invasion... · 87: Cluster #86
Close reading → Discourse → Video sentiment →
Identity Attack0.41222036
Insult0.48228607
Profanity0.57236236
Threat0.03165977
Severe Toxicity0.16233426
Moderate 0.60254884 Moderate Con 0.454 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I hate the American invasion even more. Go back to your country.
I hate the American invasion even more. Go back to your country.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.36798462
Profanity0.2347036
Threat0.045895394
Severe Toxicity0.06225512
Moderate 0.60254884 Low Con 0.26 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
These racists cowards would rather stay silent and let their communities be overrun by muslim immigrants who forms gangs, deal drugs and groom poor young women, than live around and look at brown people. The …
These racists cowards would rather stay silent and let their communities be overrun by muslim immigrants who forms gangs, deal drugs and groom poor young women, than live around and look at brown people. The guy who said he faced discrimination standing in a line while a lady was served first (lol) should know mostly Indians dont run butcher shops, those must be Pakistani or smth
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5983441
Insult0.56997263
Profanity0.3122265
Threat0.085497424
Severe Toxicity0.16960317
Moderate 0.60254884 Moderate Con 0.479 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
T H I R D W O R L D A P E M A N N E R I S M 🙈 🙉 🙊 💩
T H I R D W O R L D A P E M A N N E R I S M 🙈 🙉 🙊 💩
Inside Canada's Indian Invasion... · 69: Cluster #68
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.5130944
Profanity0.45706853
Threat0.13785169
Severe Toxicity0.45895407
Moderate 0.60254884 Low Con 0.215 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I thought the US under creepy Biden already worsted but the Canadians liberals is ready Fu*k up it come to immigration from India.
I thought the US under creepy Biden already worsted but the Canadians liberals is ready Fu*k up it come to immigration from India.
Why Canadians Are Turning Against Immigrants. · 72: Cluster #71
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5129801
Profanity0.541926
Threat0.018537397
Severe Toxicity0.16960317
Moderate 0.60254884 Low Con 0.178 Insult Comparative_Framing
Sep 11, 2025 Why Canadians Are Turning Against …
I stop two year I am not going any more Tim Hortons dirty and discusting
I stop two year I am not going any more Tim Hortons dirty and discusting
Inside Canada's Indian Invasion... · 75: Cluster #74
Close reading → Discourse → Video sentiment →
Identity Attack0.026408968
Insult0.6308392
Profanity0.1765991
Threat0.010550622
Severe Toxicity0.023076924
Moderate 0.60254884 Moderate Con 0.341 Insult Meta_Commentary
Feb 27, 2026 Inside Canada's Indian Invasion...
This is happening yet you guys went to the ozark community and tried to frame them as idiots. All anglo communities are happening because of mass immigration.
This is happening yet you guys went to the ozark community and tried to frame them as idiots. All anglo communities are happening because of mass immigration.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.6051471
Profanity0.37202835
Threat0.008945347
Severe Toxicity0.023076924
Moderate 0.60254884 Moderate Con 0.316 Insult Unverified_Claim
Dec 3, 2025 Inside Canada's Indian Metropolis (Brampton)
As soon as I saw the monkey statue, I knew it was Brampton. Once a beautiful quiet town now devastated by Indians turning it to a sh!thole they escaped from.
As soon as I saw the monkey statue, I knew it was Brampton. Once a beautiful quiet town now devastated by Indians turning it to a sh!thole they escaped from.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55011386
Insult0.5270482
Profanity0.5365423
Threat0.033386398
Severe Toxicity0.16960317
Moderate 0.60254884 Moderate Con 0.403 Identity Attack Insult Identity_Assertion
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Tyler, go to Flushing , New Yorks new China dirty, smelly town.
Tyler, go to Flushing , New Yorks new China dirty, smelly town.
Inside Canada's Indian Invasion... · 94: Cluster #93
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5739874
Profanity0.11601777
Threat0.008531082
Severe Toxicity0.028730227
Moderate 0.60254884 Low Con 0.182 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Sucks how we European - Canadians stole this land and desperately want to call it our land and only want Europeans here.
Sucks how we European - Canadians stole this land and desperately want to call it our land and only want Europeans here.
Inside Canada's Indian Invasion... · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5130944
Profanity0.41570562
Threat0.009204263
Severe Toxicity0.08595808
Moderate 0.60254884 Moderate Con 0.315 Identity Attack Insult Moral_Argument
Feb 23, 2026 3 likes Inside Canada's Indian Invasion...
que gente tan fea
que gente tan fea
Inside Canada's Indian Invasion... · 47: Cluster #46
Close reading → Discourse → Video sentiment →
Identity Attack0.1294935
Insult0.65865606
Profanity0.33141375
Threat0.007857903
Severe Toxicity0.023293832
Moderate 0.60254884 Moderate Con 0.318 Insult Unverified_Claim
Feb 4, 2026 Inside Canada's Indian Invasion...
Yet you still accepting indian foreign students, what a fkn joke
Yet you still accepting indian foreign students, what a fkn joke
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.40243408
Profanity0.5365423
Threat0.0115345
Severe Toxicity0.16960317
Moderate 0.60254884 Low Con 0.151
Sep 28, 2025 1 likes IRCC Names India in Study …
Обожнюю дублювання українською 😂 хахаха
Обожнюю дублювання українською 😂 хахаха
Inside Canada's Indian Invasion... · 231: Cluster #230
Close reading → Discourse → Video sentiment →
Identity Attack0.5689151
Insult0.5130944
Profanity0.36452284
Threat0.064969026
Severe Toxicity0.50703704
Moderate 0.60254884 Low Con 0.268 Identity Attack Insult Meta_Commentary
Feb 16, 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.