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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 183 of 189
The immigration system is a pathetic joke
The immigration system is a pathetic joke
IRCC Names India in Study Permit Fraud | … · 11: Cluster #10
Close reading → Video sentiment →
Identity Attack0.34974504
Insult0.4986907
Profanity0.29279903
Threat0.008945347
Severe Toxicity0.023076924
Moderate 0.50789946 Low Con 0.176
Oct 8, 2025 IRCC Names India in Study …
First of all, they should fired these 2 ladies because they are also Indians
First of all, they should fired these 2 ladies because they are also Indians
IRCC Names India in Study Permit Fraud | … · 20: Cluster #19
Close reading → Video sentiment →
Identity Attack0.57554024
Insult0.2735258
Profanity0.2188925
Threat0.1954604
Severe Toxicity0.05473421
Moderate 0.50789946 Low Con 0.277 Identity Attack
Sep 29, 2025 IRCC Names India in Study …
Jeets and Chinese >> Ghetto Bl*cks, still rather be Canadian than American
Jeets and Chinese >> Ghetto Bl*cks, still rather be Canadian than American
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5612457
Insult0.45135358
Profanity0.26586622
Threat0.010835429
Severe Toxicity0.112294696
Moderate 0.50789946 Low Con 0.139 Identity Attack Identity_Assertion
Feb 11, 2026 2 likes Inside Canada's Indian Invasion...
Indian foods are prepqred dirty by indians. they dont even take bath.
Indian foods are prepqred dirty by indians. they dont even take bath.
Inside Canada's Indian Invasion... · 93: Cluster #92
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.43158367
Profanity0.27005023
Threat0.012026439
Severe Toxicity0.032316983
Moderate 0.50789946 Low Con 0.198 Identity Attack Unverified_Claim
Feb 24, 2026 Inside Canada's Indian Invasion...
To see so many "likes" and "laughs" for the guy on the bike is despicable. He was not "speaking facts", he was simply being ignorant and racist, which you guys love to see, smh. I …
To see so many "likes" and "laughs" for the guy on the bike is despicable. He was not "speaking facts", he was simply being ignorant and racist, which you guys love to see, smh. I always find it so fascinating how much "hate" the world has for Africans/blacks. Claiming that they're "sooooo inferior/unintelligent"🙄😒 lol, we all know that IF that were honestly the case then the world wouldn't need to constantly try to put them at a disadvantage. IF you all honestly believed that "blacks are inferior", then you wouldn't constantly be obsessed with black people, you'd simply let them be. We all know it's a projection. People see the greatness and constant resilience of blacks, which pisses you guys off lol. Now argue amongst yourselves under my comment 😌✊🏽✊🏾✊🏿😝
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5075293
Insult0.49389273
Profanity0.2659699
Threat0.014393489
Severe Toxicity0.02458496
Moderate 0.50759226 Constructive 0.545 Identity Attack Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I do not shop at any east Indian business. Because they don’t support any Canadian old stores unless they have. They support their own people like crazy.
I do not shop at any east Indian business. Because they don’t support any Canadian old stores unless they have. They support their own people like crazy.
Inside Canada's Indian Invasion... · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.37730414
Insult0.54471385
Profanity0.1110661
Threat0.0077672824
Severe Toxicity0.016771052
Moderate 0.50759226 Constructive 0.525 Insult Identity_Assertion
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
As a Indian. All i wanna say. If white people hated india so much, Why did they colonized india and took soo much money ? Its so hypocritical.
As a Indian. All i wanna say. If white people hated india so much, Why did they colonized india and took soo much money ? Its so hypocritical.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5124616
Insult0.47384647
Profanity0.22643133
Threat0.012958534
Severe Toxicity0.023076924
Moderate 0.50759226 Moderate Con 0.44 Identity Attack Moral_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Terrible Canada Carney is a scam bag leader who is ruining my country with his imagination
Terrible Canada Carney is a scam bag leader who is ruining my country with his imagination
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.5678696
Profanity0.15724123
Threat0.01086132
Severe Toxicity0.021419114
Moderate 0.50759226 Low Con 0.221 Insult
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
ah yeah... integration... disgusting...these people have no will to integrate
ah yeah... integration... disgusting...these people have no will to integrate
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.17847598
Insult0.5130944
Profanity0.19278693
Threat0.009178371
Severe Toxicity0.020515325
Moderate 0.50759226 Low Con 0.193 Insult Identity_Assertion
Nov 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians are not as bad as muslims or blacks. They don't stab you or blow you up, worst case scenario they will mow you down with a semi truck.
Indians are not as bad as muslims or blacks. They don't stab you or blow you up, worst case scenario they will mow you down with a semi truck.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.34782293
Profanity0.24341469
Threat0.49142194
Severe Toxicity0.12809667
Moderate 0.50759226 Low Con 0.188 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Look at this Hispanic using white terminology. For white racists you're an invader as well, and you're going to be deported. Don't worry, what goes around comes around
Look at this Hispanic using white terminology. For white racists you're an invader as well, and you're going to be deported. Don't worry, what goes around comes around
Inside Canada's Indian Invasion... · 143: Cluster #142
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.40243408
Profanity0.2263305
Threat0.063999176
Severe Toxicity0.03321367
Moderate 0.50759226 Low Con 0.25 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Dude on the bike is 100% correct. This is how we all feel. Indians need to gtfo
Dude on the bike is 100% correct. This is how we all feel. Indians need to gtfo
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.4378843
Profanity0.40878695
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.50759226 Moderate Con 0.47 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
listen to this descendant of lineage of evil, his direct lineage has been raping people centuries in Africa and he is deflecting here. The trace of his culture of rape is still visible in Africa …
listen to this descendant of lineage of evil, his direct lineage has been raping people centuries in Africa and he is deflecting here. The trace of his culture of rape is still visible in Africa in cities even countries e.g. Cape Verde the trace of his ancestor rape culture is visible there today. As far intelligence, I will leave him with the so called African homeless, that i am sure they out smart him in his town every day.
Inside Canada's Indian Invasion... · 95: Cluster #94
Close reading → Discourse → Video sentiment →
Identity Attack0.50515443
Insult0.47384647
Profanity0.2813443
Threat0.18597278
Severe Toxicity0.16960317
Moderate 0.50759226 Low Con 0.265 Identity Attack Unverified_Claim
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
13:25 OMG WTFFF! Bro I LITERALLY live 7 min walk from there, I went to the school literally behind you 😭 went to that temple with school and my ret. friend SPAT on one of …
13:25 OMG WTFFF! Bro I LITERALLY live 7 min walk from there, I went to the school literally behind you 😭 went to that temple with school and my ret. friend SPAT on one of the statues 💀 Crazy that you were in my neighbourhood Hahahah (I’m turkish not indian), I could have given you some more insight Hahaha
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.22935481
Insult0.2817503
Profanity0.39409557
Threat0.04098356
Severe Toxicity0.16960317
Moderate 0.50759226 Constructive 0.615 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
My country is worse not just Indian immigrants influx but also Bangladeshi, Pakistani etc. And ironically they really hate each other🤡
My country is worse not just Indian immigrants influx but also Bangladeshi, Pakistani etc. And ironically they really hate each other🤡
Inside Canada's Indian Invasion... · 58: Cluster #57
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.49151286
Profanity0.29209393
Threat0.13633445
Severe Toxicity0.35368225
Moderate 0.50759226 Moderate Con 0.368 Identity Attack Personal_Narrative
Feb 16, 2026 1 likes Inside Canada's Indian Invasion...
Who TF is telling you to shut up because you are white? I am a 67 year old white woman who was born and raised in Canada and have NEVER been felt I could not …
Who TF is telling you to shut up because you are white? I am a 67 year old white woman who was born and raised in Canada and have NEVER been felt I could not speak.
Why Canadians Are Turning Against Immigrants. · 26: Cluster #25
Close reading → Video sentiment →
Identity Attack0.4887047
Insult0.40243408
Profanity0.4193644
Threat0.012130005
Severe Toxicity0.02491361
Moderate 0.50759226 Constructive 0.621
Aug 31, 2025 Why Canadians Are Turning Against …
Bro freezing balls. You haven’t seen cold Tyler, 💀
Bro freezing balls. You haven’t seen cold Tyler, 💀
Inside Canada's Indian Invasion... · 182: Cluster #181
Close reading → Discourse → Video sentiment →
Identity Attack0.019676208
Insult0.16337912
Profanity0.42990944
Threat0.012596053
Severe Toxicity0.02402156
Moderate 0.50759226 Low Con 0.259 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
If anyone wants to be surrounded by Indians, let her go to India. Don't bring Indians into your country!
If anyone wants to be surrounded by Indians, let her go to India. Don't bring Indians into your country!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.28791866
Profanity0.1110661
Threat0.0287245
Severe Toxicity0.023927659
Moderate 0.50759226 Low Con 0.263 Identity Attack Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
It’s an invasion and it’s disgusting
It’s an invasion and it’s disgusting
Inside Canada's Indian Invasion... · 67: Cluster #66
Close reading → Discourse → Video sentiment →
Identity Attack0.28883415
Insult0.44464502
Profanity0.26586622
Threat0.01254427
Severe Toxicity0.023927659
Moderate 0.50759226 Low Con 0.214 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
I think you first have to think about Muslim who every day taking your women Indian never invade any country but Muslim do 😂😂😂😂
I think you first have to think about Muslim who every day taking your women Indian never invade any country but Muslim do 😂😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.2735258
Profanity0.16450337
Threat0.06593887
Severe Toxicity0.11756202
Moderate 0.50759226 Low Con 0.278 Identity Attack Unverified_Claim
Feb 27, 2026 Inside Canada's Indian Invasion...
Complain when you start the problem not after when you can’t control it fools
Complain when you start the problem not after when you can’t control it fools
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.01191331
Insult0.5497792
Profanity0.25184435
Threat0.009463178
Severe Toxicity0.013478675
Moderate 0.50759226 Low Con 0.142 Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
holy fuvk i’ve been waiting for this one for like a year🇨🇦🤣
holy fuvk i’ve been waiting for this one for like a year🇨🇦🤣
Inside Canada's Indian Invasion... · 216: Cluster #215
Close reading → Discourse → Video sentiment →
Identity Attack0.01374736
Insult0.089778624
Profanity0.6001929
Threat0.010188141
Severe Toxicity0.04397394
Moderate 0.50759226 Moderate Con 0.364 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
When you speak up you a racist
When you speak up you a racist
Inside Canada's Indian Metropolis (Brampton) · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.32768643
Insult0.48228607
Profanity0.2395431
Threat0.010110466
Severe Toxicity0.023076924
Moderate 0.50759226 Low Con 0.263 Meta_Commentary
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
This migraine destroy Canada, indian corrupted people earn money by corruption and buying multiple houses in Canada this is the reason of house price crisis and house shortage .
This migraine destroy Canada, indian corrupted people earn money by corruption and buying multiple houses in Canada this is the reason of house price crisis and house shortage .
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.46476576
Profanity0.08128801
Threat0.019746035
Severe Toxicity0.023411209
Moderate 0.50759226 Moderate Con 0.301 Identity Attack Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians dont feel racism in Brampton because they are the racists.
Indians dont feel racism in Brampton because they are the racists.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.43158367
Profanity0.1811049
Threat0.011172019
Severe Toxicity0.023129508
Moderate 0.50759226 Low Con 0.23 Identity Attack Identity_Assertion
Jan 28, 2026 3 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.