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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
30,738 comments · Page 118 of 1230
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...
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...
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)
As you mya know ny now Madame President we are a bunch of lying scum working for the goubernement for kakanadiens and Kakanadiens and you will nver get these numbers.......
As you mya know ny now Madame President we are a bunch of lying scum working for the goubernement for kakanadiens and Kakanadiens and you will nver get these numbers.......
IRCC Names India in Study Permit Fraud | … · 345: Cluster #344
Close reading → Video sentiment →
Identity Attack0.23846684
Insult0.65129566
Profanity0.21781154
Threat0.009204263
Severe Toxicity0.023076924
Moderate 0.60254884 Low Con 0.3 Insult
Sep 30, 2025 IRCC Names India in Study …
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...
Hate refugees
Hate refugees
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.6227552
Insult0.27558193
Profanity0.27274927
Threat0.108496375
Severe Toxicity0.101760045
Moderate 0.60254884 Moderate Con 0.383 Identity Attack
May 29, 2019 How much do refugees and …
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...
No offense but indians ive met are scammers thats why when someone called me and their voice is indian i hung up immediately😅
No offense but indians ive met are scammers thats why when someone called me and their voice is indian i hung up immediately😅
Inside Canada's Indian Invasion... · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5015486
Profanity0.33808854
Threat0.17016006
Severe Toxicity0.23225145
Moderate 0.60254884 Moderate Con 0.388 Identity Attack Insult Unverified_Claim
Jan 27, 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 …
….it is always fraudulent Indians no matter which foreign country they go to…..shame…
….it is always fraudulent Indians no matter which foreign country they go to…..shame…
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Video sentiment →
Identity Attack0.5983441
Insult0.5239335
Profanity0.12727508
Threat0.013372798
Severe Toxicity0.06011435
Moderate 0.60254884 Low Con 0.2 Identity Attack Insult
Sep 28, 2025 1 likes IRCC Names India in Study …
What the FUC* is going on with Canada, I had no idea this was going on, STOP IT NOW CANADA, stop them from taking over Canada !
What the FUC* is going on with Canada, I had no idea this was going on, STOP IT NOW CANADA, stop them from taking over Canada !
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.18546575
Insult0.36939126
Profanity0.57488567
Threat0.020782012
Severe Toxicity0.16960317
Moderate 0.60254884 Moderate Con 0.303 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Western World ruined by Indian . Horrible
Western World ruined by Indian . Horrible
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.61901736
Insult0.43450394
Profanity0.29053202
Threat0.058180105
Severe Toxicity0.16960317
Moderate 0.60254884 Low Con 0.23 Identity Attack
Nov 29, 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...
buncha racist people. "It took me a year to get a visa" and "Now they just jump the border and file for asylum". are these guys so shit at math that they don't understand statistics? …
buncha racist people. "It took me a year to get a visa" and "Now they just jump the border and file for asylum". are these guys so shit at math that they don't understand statistics? do they genuinely think all immigrants from india are asylum seekers and nobody comes via visa, like are they that idiotic? do you see how these ppl immediately seek some kind of high ground? its disgusting to me Indian people probably do bring a 100 problems with them, I won't argue on this. But then its the job of the ppl of the country to pressure their government to stop immigration by changing the immigration policy. There's no point in directing your racist resentment at a group of people for just following whats legally allowed
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.57566804
Profanity0.4756165
Threat0.07323132
Severe Toxicity0.16960317
Moderate 0.60254884 Constructive 0.612 Identity Attack Insult
Nov 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
…..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 …
They are trying to take over all the truck dring jobs but thry are getting in so many accidents its bad also they use 2 drivers none stop cut a hole in the floor so …
They are trying to take over all the truck dring jobs but thry are getting in so many accidents its bad also they use 2 drivers none stop cut a hole in the floor so they dont have to stop so much for washroom very bad some mechanic will not work on truck because there is so much shit under truck
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.024801146
Insult0.40243408
Profanity0.57236236
Threat0.021300001
Severe Toxicity0.024772761
Moderate 0.60254884 Moderate Con 0.458
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
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)
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...
THEY POOP AND EAT IT. LOL
THEY POOP AND EAT IT. LOL
Inside Canada's Indian Invasion... · 63: Cluster #62
Close reading → Discourse → Video sentiment →
Identity Attack0.027011903
Insult0.344702
Profanity0.45028755
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.60254884 Low Con 0.173 Unverified_Claim
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Indians are the most racist People on earth, they discriminate against their own Indians based on caste.
Indians are the most racist People on earth, they discriminate against their own Indians based on caste.
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.6413409
Insult0.46923602
Profanity0.2600683
Threat0.05236103
Severe Toxicity0.16960317
Moderate 0.60254884 Low Con 0.22 Identity Attack Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Why do people always speak ill about Africans,That guy 4:54 is calling us stupid,@TylerOliveira please stop promoting such contents which are Racist by the way.Afew rotten apples do not represent the tree.
Why do people always speak ill about Africans,That guy 4:54 is calling us stupid,@TylerOliveira please stop promoting such contents which are Racist by the way.Afew rotten apples do not represent the tree.
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.5130944
Profanity0.36602396
Threat0.017674083
Severe Toxicity0.06011435
Moderate 0.60254884 Moderate Con 0.442 Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Shame on all you "Canadians" in the comments. Real Canadians do not claim you racists. Disgusting video spreading misinfo, and hate. people like you are worsening the hate and racism in this country. "The greatest …
Shame on all you "Canadians" in the comments. Real Canadians do not claim you racists. Disgusting video spreading misinfo, and hate. people like you are worsening the hate and racism in this country. "The greatest illusion of this world is the illusion of separation. Things you think are separate and different are actually one and the same. We are all one people. but live as if divided." Again shame on all you blatant racists and bigots in the comments!!
Inside Canada's Indian Metropolis (Brampton) · 60: Cluster #59
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.6120431
Profanity0.091633186
Threat0.010343489
Severe Toxicity0.023927659
Moderate 0.60254884 Moderate Con 0.428 Insult Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Yup…our ..Canadian citizen Standards..have been compromised.. and It will be extremely hard and painful for the people who..think they have us beat ..☝🏽 It’s simple.. we are trying to build our military.. and our military …
Yup…our ..Canadian citizen Standards..have been compromised.. and It will be extremely hard and painful for the people who..think they have us beat ..☝🏽 It’s simple.. we are trying to build our military.. and our military needs frontline soldiers…cannon fodder..So ..let’s get to the bottom of our ..immigrants who think they can..out smart our country…and send em to boot camp..or get the fuck out ..of our country..Russian .targets ..single man drones…etc.. Your people fucked up…sorry..🇨🇦🇨🇦..we are fighting back ..!
Why Canadians Are Turning Against Immigrants. · 138: Cluster #137
Close reading → Discourse → Video sentiment →
Identity Attack0.42615733
Insult0.5130944
Profanity0.57236236
Threat0.24484909
Severe Toxicity0.34993178
Moderate 0.60254884 Moderate Con 0.438 Insult Fear_Threat
Aug 29, 2025 Why Canadians Are Turning Against …
They all come here because they're Master scammers. Do you think for one second they came here without fraudulent documentation or fraudulent means to actually stay here? They come here because we are fools that …
They all come here because they're Master scammers. Do you think for one second they came here without fraudulent documentation or fraudulent means to actually stay here? They come here because we are fools that allow them to abuse our system!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.14661247
Insult0.6336687
Profanity0.26614267
Threat0.0103175985
Severe Toxicity0.023076924
Moderate 0.60254884 Low Con 0.283 Insult Unverified_Claim
Jan 28, 2026 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.