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
Active: Tox: 0.7 – 1 1,756 comments · Page 66 of 71
I hate foreigners. They do nothing but destroy American history and now they're doing it to Canada. Deport all of them!!
I hate foreigners. They do nothing but destroy American history and now they're doing it to Canada. Deport all of them!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7778623
Insult0.46625584
Profanity0.22429734
Threat0.19229786
Severe Toxicity0.17315048
Toxic 0.72028047 Moderate Con 0.332 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
stop importing problems. no housing, no doctors, cant afford food... i have an idea.... more people! dumbest sh1t I've ever seen and all so the rich get their cheap labor. disgusting politics.
stop importing problems. no housing, no doctors, cant afford food... i have an idea.... more people! dumbest sh1t I've ever seen and all so the rich get their cheap labor. disgusting politics.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.69164425
Profanity0.47771472
Threat0.010938995
Severe Toxicity0.11492836
Toxic 0.72028047 Moderate Con 0.329 Insult Policy_Critique
Sep 30, 2025 IRCC Names India in Study …
Taylor really like you bro you are sick 🤢 to protect your culture it's easy to blame indian but you can't fight with muslims 😂 that's why your targeting indian you are coward 8:59 8:59
Taylor really like you bro you are sick 🤢 to protect your culture it's easy to blame indian but you can't fight with muslims 😂 that's why your targeting indian you are coward 8:59 8:59
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5274064
Insult0.6308392
Profanity0.33317488
Threat0.065292306
Severe Toxicity0.20373066
Toxic 0.72028047 Low Con 0.298 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
5:18 yeah that guy is white trash alright, just as he described himself. He thinks rape is not ok to indians? Or that they're not even lower intelligence?
5:18 yeah that guy is white trash alright, just as he described himself. He thinks rape is not ok to indians? Or that they're not even lower intelligence?
Inside Canada's Indian Invasion... · 95: Cluster #94
Close reading → Discourse → Video sentiment →
Identity Attack0.61901736
Insult0.6099415
Profanity0.473824
Threat0.29834318
Severe Toxicity0.35368225
Toxic 0.72028047 Low Con 0.238 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
govt sucks, country invites just to get more money boost and kick the hell out when they feel it is mistake
govt sucks, country invites just to get more money boost and kick the hell out when they feel it is mistake
New rules, regulations take effect across Canada · 24: Cluster #23
Close reading → Video sentiment →
Identity Attack0.12556632
Insult0.5723624
Profanity0.5711371
Threat0.1366716
Severe Toxicity0.16960317
Toxic 0.72028047 Low Con 0.092 Insult
Jan 3, 2026 10 likes New rules, regulations take effect …
Poor Punjabi girl we don’t feel lots of racism here then people say over there they eat shit poop on the buses lmao
Poor Punjabi girl we don’t feel lots of racism here then people say over there they eat shit poop on the buses lmao
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.4054415
Insult0.48399165
Profanity0.58072567
Threat0.1329628
Severe Toxicity0.35368225
Toxic 0.72028047 Moderate Con 0.399 Solidarity
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I am sick of indians in canada!!!!
I am sick of indians in canada!!!!
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.7426507
Insult0.5130944
Profanity0.22653213
Threat0.021990653
Severe Toxicity0.20984669
Toxic 0.72028047 Moderate Con 0.345 Identity Attack Insult
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
dude majority of these indians can barely speak english and they stink so bad bro
dude majority of these indians can barely speak english and they stink so bad bro
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6637263
Insult0.5739874
Profanity0.38343847
Threat0.035458352
Severe Toxicity0.26195827
Toxic 0.72028047 Low Con 0.175 Identity Attack Insult Identity_Assertion
Feb 5, 2026 Inside Canada's Indian Invasion...
No you won’t be talking shit about us canadian no bye
No you won’t be talking shit about us canadian no bye
Why Canadians Are Turning Against Immigrants. · 12: Cluster #11
Close reading → Video sentiment →
Identity Attack0.23542951
Insult0.44802538
Profanity0.6672561
Threat0.010913103
Severe Toxicity0.16960317
Toxic 0.72028047 Low Con 0.264
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
DO NOT BELIEVE THIS AT ALL...RUBBISH
DO NOT BELIEVE THIS AT ALL...RUBBISH
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.013445892
Insult0.6308392
Profanity0.3813392
Threat0.009359611
Severe Toxicity0.02449106
Toxic 0.72028047 Low Con 0.18 Insult Meta_Commentary
Dec 26, 2025 Deportations From Canada at Their …
Grow some balls and deport.
Grow some balls and deport.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.17847598
Insult0.49389273
Profanity0.5318404
Threat0.13815513
Severe Toxicity0.16960317
Toxic 0.72028047 Low Con 0.148 Call_To_Action
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Who could be an actual "Racist" in this Multicultural Nation? This is ONLY being said inorder to Cover Their Tracks! To Blame their Stupidity on SOMEONE ELSE is what they do REGULARILY! FIRE THEM ALL!
Who could be an actual "Racist" in this Multicultural Nation? This is ONLY being said inorder to Cover Their Tracks! To Blame their Stupidity on SOMEONE ELSE is what they do REGULARILY! FIRE THEM ALL!
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.37879246
Insult0.7065844
Profanity0.33317488
Threat0.34804323
Severe Toxicity0.16960317
Toxic 0.72028047 Low Con 0.22 Insult Identity_Assertion
Feb 26, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
8:28 they are terrorist,indian government already warned canada buy your justin trudo only care about his votes so it's your government failure that they allow criminals to settle down,these(the guys in photo)motherfucker sell drug they …
8:28 they are terrorist,indian government already warned canada buy your justin trudo only care about his votes so it's your government failure that they allow criminals to settle down,these(the guys in photo)motherfucker sell drug they supply to the punjab through pakistan border all the Punjabi singer who live in canada are also part of it,so being racists towards indian will not help you ask your government to take action on them and return them to indian government
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5678696
Profanity0.50818664
Threat0.10542984
Severe Toxicity0.35368225
Toxic 0.72028047 Moderate Con 0.35 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
0:39 someone looked at that and said yea I know what will make this better let's flood the place with dysgenic poop eating Indians
0:39 someone looked at that and said yea I know what will make this better let's flood the place with dysgenic poop eating Indians
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.57957685
Insult0.5015486
Profanity0.48510036
Threat0.37858796
Severe Toxicity0.35368225
Toxic 0.72028047 Low Con 0.174 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
my new indian bosses do that prioritize indians shit and it pisses me off. especially since we are an upper end restaurant and i cant afford to knock back orders on good customers just cus …
my new indian bosses do that prioritize indians shit and it pisses me off. especially since we are an upper end restaurant and i cant afford to knock back orders on good customers just cus someone of a preferred colour came in.
Inside Canada's Indian Invasion... · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.5130944
Profanity0.70864636
Threat0.025271246
Severe Toxicity0.23225832
Toxic 0.72028047 Moderate Con 0.478 Identity Attack Insult Personal_Narrative
Mar 1, 2026 1 likes Inside Canada's Indian Invasion...
What a shit show! This is inhumane. Those already here should be able to finish their path. This should apply to new entrants.
What a shit show! This is inhumane. Those already here should be able to finish their path. This should apply to new entrants.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.04048799
Insult0.43450394
Profanity0.70384485
Threat0.039256934
Severe Toxicity0.16960317
Toxic 0.72028047 Moderate Con 0.348
Nov 22, 2025 Quebec Ends Economic Immigration Program …
You know what all the whites are homeless with all the white privilege and it’s funny listen reason why hate comments are more because all the haters don’t have jobs 😂😂😂😂 they don’t work but …
You know what all the whites are homeless with all the white privilege and it’s funny listen reason why hate comments are more because all the haters don’t have jobs 😂😂😂😂 they don’t work but want money 😂😂😂😂 so they are free all the time and comment shit stuff about hard working immigrants 😂😂😂
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.57957685
Insult0.48627716
Profanity0.5013569
Threat0.039256934
Severe Toxicity0.3525603
Toxic 0.72028047 Low Con 0.294 Identity Attack
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Ind!ans are p@th3tic and smell awful 🤢
Ind!ans are p@th3tic and smell awful 🤢
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.6637263
Insult0.6407567
Profanity0.42102736
Threat0.077831104
Severe Toxicity0.45895407
Toxic 0.72028047 Low Con 0.246 Identity Attack Insult Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
BTW, carrying a knife for protection is illegal in Canada. You can only have a knife on you if its a tool. Our laws are bullshit.
BTW, carrying a knife for protection is illegal in Canada. You can only have a knife on you if its a tool. Our laws are bullshit.
Inside Canada's Indian Invasion... · 79: Cluster #78
Close reading → Discourse → Video sentiment →
Identity Attack0.11163961
Insult0.5130944
Profanity0.6919765
Threat0.04363242
Severe Toxicity0.09912638
Toxic 0.72028047 Moderate Con 0.325 Insult Policy_Critique
Mar 3, 2026 Inside Canada's Indian Invasion...
You literally had the opportunity to change this four months ago. Instead yall got bamboozled by a sh-tty slogan "elbows up" yall are dumb. Deal with it.
You literally had the opportunity to change this four months ago. Instead yall got bamboozled by a sh-tty slogan "elbows up" yall are dumb. Deal with it.
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.04177703
Insult0.71120167
Profanity0.541926
Threat0.011223801
Severe Toxicity0.072789766
Toxic 0.72028047 Low Con 0.199 Insult
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
As a Canadian, man this is super racist. People are people, f*** off with this.
As a Canadian, man this is super racist. People are people, f*** off with this.
Inside Canada's Indian Invasion... · 41: Cluster #40
Close reading → Discourse → Video sentiment →
Identity Attack0.37152436
Insult0.5145894
Profanity0.6528205
Threat0.026652548
Severe Toxicity0.16960317
Toxic 0.72028047 Moderate Con 0.374 Insult Moral_Argument
Feb 26, 2026 3 likes Inside Canada's Indian Invasion...
why are losers always blamming immigratns, its funny? you are saying there is no successful whites there rofl... locals always hate it when outsiders succeed more than them.. just losers
why are losers always blamming immigratns, its funny? you are saying there is no successful whites there rofl... locals always hate it when outsiders succeed more than them.. just losers
Inside Canada's Indian Metropolis (Brampton) · 263: Cluster #262
Close reading → Video sentiment →
Identity Attack0.48949075
Insult0.71120167
Profanity0.22562476
Threat0.009566744
Severe Toxicity0.024350211
Toxic 0.72028047 Low Con 0.251 Insult
Dec 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Many Indias are dirty as hell. It's a fact. India is a huge shithole because the Indians that live there turned it into a shithole. They also have no sense for fashion. Here in Japan …
Many Indias are dirty as hell. It's a fact. India is a huge shithole because the Indians that live there turned it into a shithole. They also have no sense for fashion. Here in Japan I can spot a Indian/Pakistani/Bangladesh (more or less all the same) from behind from 20m away by the way the walk and what they wear. But this - in all fairness - applies to all foreigners in Japan, also Europeans and Americans. If highly educated Indians come to your neighbourhood, no worries. But if cheap labour force moves to your town .... well, expect some filthy behaviour and zero self-consciousness regarding their own disgusting behaviour. I don't like cheap labour force from underdeveloped countries because the hever learned how to behave properly.
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.6682205
Insult0.6308392
Profanity0.6001929
Threat0.064645745
Severe Toxicity0.44713756
Toxic 0.718943 Constructive 0.575 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Make it illegal to shit on the sidewalk, they will all move
Make it illegal to shit on the sidewalk, they will all move
Inside Canada's Indian Metropolis (Brampton) · 151: Cluster #150
Close reading → Discourse → Video sentiment →
Identity Attack0.034300596
Insult0.36798462
Profanity0.73341435
Threat0.05171447
Severe Toxicity0.112294696
Toxic 0.718943 Low Con 0.095 Humor_Satire
Nov 16, 2025 Inside Canada's Indian Metropolis (Brampton)
street shitters are called
street shitters are called
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.17459276
Insult0.5130944
Profanity0.7246992
Threat0.011922873
Severe Toxicity0.16960317
Toxic 0.718943 Low Con 0.156 Insult Identity_Assertion
Oct 6, 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.