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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 179 of 189
The first guy with the bike and helmet is absolutely based white trash like myself unafraid to say it how it is😂🙏🏻🤣
The first guy with the bike and helmet is absolutely based white trash like myself unafraid to say it how it is😂🙏🏻🤣
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.4710501
Profanity0.28938356
Threat0.012078222
Severe Toxicity0.02416241
Moderate 0.50789946 Moderate Con 0.368 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It's about damn time ☝️It should be 400 a day as opposed to 400 a week! It's not high enough ☝️
It's about damn time ☝️It should be 400 a day as opposed to 400 a week! It's not high enough ☝️
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.008361516
Insult0.16817254
Profanity0.59166485
Threat0.0103175985
Severe Toxicity0.023076924
Moderate 0.50789946 Moderate Con 0.454 Solidarity
Dec 28, 2025 Deportations From Canada at Their …
Any illegals kick them out now !
Any illegals kick them out now !
Inside Canada's Indian Metropolis (Brampton) · 33: Cluster #32
Close reading → Video sentiment →
Identity Attack0.48990932
Insult0.26957804
Profanity0.14402086
Threat0.5382386
Severe Toxicity0.067522444
Moderate 0.50789946 Low Con 0.213 Threat
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
What I don't understand, Tyler, is what your fascination and adamant nature is to keep the USA white. It's so sickening.
What I don't understand, Tyler, is what your fascination and adamant nature is to keep the USA white. It's so sickening.
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Discourse → Video sentiment →
Identity Attack0.48990932
Insult0.4986907
Profanity0.082581155
Threat0.008686432
Severe Toxicity0.021548226
Moderate 0.50789946 Moderate Con 0.363 Moral_Argument
Feb 24, 2026 Inside Canada's Indian Invasion...
Old Indians = righteous, did everything they could by the books with pride and dignity. New Indians = Scammers, everything they do is to defeat or manipulate the system.
Old Indians = righteous, did everything they could by the books with pride and dignity. New Indians = Scammers, everything they do is to defeat or manipulate the system.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.4962726
Profanity0.2366394
Threat0.032005094
Severe Toxicity0.101760045
Moderate 0.50789946 Low Con 0.292 Identity Attack Identity_Assertion
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada really opened the flood gates and started accepting anyone with a pulse smh Now its full of khalistani thugs
Canada really opened the flood gates and started accepting anyone with a pulse smh Now its full of khalistani thugs
Inside Canada's Indian Metropolis (Brampton) · 27: Cluster #26
Close reading → Video sentiment →
Identity Attack0.49032792
Insult0.5130944
Profanity0.17473823
Threat0.012492486
Severe Toxicity0.023076924
Moderate 0.50789946 Low Con 0.165 Insult
Sep 21, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
“Im as racist as the next guy…” 😂 4:54
“Im as racist as the next guy…” 😂 4:54
Inside Canada's Indian Invasion... · 213: Cluster #212
Close reading → Discourse → Video sentiment →
Identity Attack0.41052565
Insult0.26957804
Profanity0.22321637
Threat0.053654157
Severe Toxicity0.024772761
Moderate 0.50789946 Low Con 0.228 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Yeah, keep putting more taxes on everything. Keep taxing income and property that has already been taxed. Then act surprised when the fertility rate drops that low! So then you bring in migrants who will …
Yeah, keep putting more taxes on everything. Keep taxing income and property that has already been taxed. Then act surprised when the fertility rate drops that low! So then you bring in migrants who will reproduce like crazy. Then you need to collect even more taxes, robbing your hard-working population to provide for them, and you get even more surprised. But of course, you know exactly what you're doing. Those low-quality migrants are your future voters. That's why your asses in the government seats aren't going to be replaced anytime soon. Good job, liberals! Just remember, the branch you're sawing off now is the one you're sitting on. Your fall is inevitable; it's only a matter of time.
Why Canadians Are Turning Against Immigrants. · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.35299334
Insult0.489133
Profanity0.40878695
Threat0.023199292
Severe Toxicity0.0394905
Moderate 0.50789946 Moderate Con 0.39 Policy_Critique
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
oh wow,even the indian hate indian's that come to canada😂😂😂.
oh wow,even the indian hate indian's that come to canada😂😂😂.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.3388922
Profanity0.11539881
Threat0.011560392
Severe Toxicity0.023129508
Moderate 0.50789946 Low Con 0.218 Identity Attack Humor_Satire
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
If you want to destroy ur community, country ..give visa to indians
If you want to destroy ur community, country ..give visa to indians
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.26957804
Profanity0.1719469
Threat0.42643023
Severe Toxicity0.16960317
Moderate 0.50789946 Low Con 0.144 Identity Attack Fear_Threat
Feb 6, 2026 Inside Canada's Indian Invasion...
Dirty diaper heads
Dirty diaper heads
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.5015486
Profanity0.34536663
Threat0.012699619
Severe Toxicity0.024960563
Moderate 0.50789946 Low Con 0.234 Insult Unverified_Claim
Feb 13, 2026 1 likes Inside Canada's Indian Invasion...
Compared to what TRUMP has done. This is beyond SAD!!!!!! GOVERNMENT IS DRUNK ON CONTROL. ITS DISGUSTING. GOV FILING UR TAXES IS COMMUNISIM.
Compared to what TRUMP has done. This is beyond SAD!!!!!! GOVERNMENT IS DRUNK ON CONTROL. ITS DISGUSTING. GOV FILING UR TAXES IS COMMUNISIM.
Canada’s new rules in 2026 · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.09576365
Insult0.5543018
Profanity0.0816113
Threat0.007547205
Severe Toxicity0.014963473
Moderate 0.50789946 Low Con 0.215 Insult
Jan 18, 2026 Canada’s new rules in 2026
This is crazy racist hahahahah I don't think this is okay....
This is crazy racist hahahahah I don't think this is okay....
Inside Canada's Indian Invasion... · 8: Cluster #7
Close reading → Video sentiment →
Identity Attack0.2964622
Insult0.4125297
Profanity0.26628086
Threat0.013269233
Severe Toxicity0.02425631
Moderate 0.50789946 Moderate Con 0.378
Jan 27, 2026 Inside Canada's Indian Invasion...
The white dude with a bike was hilarioussss 🤣🤣 The man said “atleast Indians are better than the Muslims and Africans” 😭😭😭
The white dude with a bike was hilarioussss 🤣🤣 The man said “atleast Indians are better than the Muslims and Africans” 😭😭😭
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Video sentiment →
Identity Attack0.5689151
Insult0.29383746
Profanity0.20139475
Threat0.027170537
Severe Toxicity0.0475607
Moderate 0.50789946 Moderate Con 0.348 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
The government destabalised Canada for a reason. It is a part of a strategy for fascist regimes to take over a country and it's resources. I read a book by Naomi Klein several years ago …
The government destabalised Canada for a reason. It is a part of a strategy for fascist regimes to take over a country and it's resources. I read a book by Naomi Klein several years ago called "Shock Doctrine" where she outlines this strategy and breaks it down. This did not happen by accident or because of stupidity or bad government. It was strategic and part of the plan.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.052944973
Insult0.5723624
Profanity0.19770569
Threat0.009281937
Severe Toxicity0.013478675
Moderate 0.50789946 Constructive 0.63 Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Mass report everyone this channel is only spreading hatred and racism now
Mass report everyone this channel is only spreading hatred and racism now
Inside Canada's Indian Invasion... · 349: Cluster #348
Close reading → Discourse → Video sentiment →
Identity Attack0.2831485
Insult0.26957804
Profanity0.19401662
Threat0.13650303
Severe Toxicity0.027833538
Moderate 0.50789946 Low Con 0.236 Call_To_Action
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Love how white people are like "yeah they are invading OUR country" LMAOOOOOOO getting a lil taste of your own medicine. At least they aren't killing you, like you did with natives.
Love how white people are like "yeah they are invading OUR country" LMAOOOOOOO getting a lil taste of your own medicine. At least they aren't killing you, like you did with natives.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.54996765
Insult0.3388922
Profanity0.26621178
Threat0.34804323
Severe Toxicity0.08859174
Moderate 0.50789946 Low Con 0.277 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
I live 10 mins from here, at this point I dont care if they came here 40 years ago, they all need to go. Enough is enough, the city used to be beautiful and now …
I live 10 mins from here, at this point I dont care if they came here 40 years ago, they all need to go. Enough is enough, the city used to be beautiful and now its disgusting, garbage everywhere, 1000s of pedestrians clogging the crosswalks its just too much.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.1035157
Insult0.54525656
Profanity0.1554785
Threat0.011120236
Severe Toxicity0.023076924
Moderate 0.50789946 Constructive 0.511 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
5:39 idk man I think u might be a bit more racist then the average guy😂
5:39 idk man I think u might be a bit more racist then the average guy😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.29798782
Insult0.40243408
Profanity0.22552395
Threat0.013321015
Severe Toxicity0.023076924
Moderate 0.50789946 Moderate Con 0.343 Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
guy on the bike say that "indians are generally a dirty people" just as easy as ordering a big mac. he got nuttin to hide. exercising his freedom of speech like a champ. lol
guy on the bike say that "indians are generally a dirty people" just as easy as ordering a big mac. he got nuttin to hide. exercising his freedom of speech like a champ. lol
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5130944
Profanity0.2366394
Threat0.01052473
Severe Toxicity0.023645958
Moderate 0.50789946 Moderate Con 0.379 Identity Attack Insult Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indian people’s behaviour is not good.
Indian people’s behaviour is not good.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.57150364
Insult0.35333878
Profanity0.17566866
Threat0.0115345
Severe Toxicity0.02411546
Moderate 0.50789946 Moderate Con 0.36 Identity Attack
Sep 23, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Mass report everyone this channel is only spreading hatred and racism now
Mass report everyone this channel is only spreading hatred and racism now
Inside Canada's Indian Invasion... · 349: Cluster #348
Close reading → Discourse → Video sentiment →
Identity Attack0.2831485
Insult0.26957804
Profanity0.19401662
Threat0.13650303
Severe Toxicity0.027833538
Moderate 0.50789946 Low Con 0.239 Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
F the liberal govt. Ah what the heck, F them all in Ottawa.
F the liberal govt. Ah what the heck, F them all in Ottawa.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.16801116
Insult0.4302003
Profanity0.44366163
Threat0.13228847
Severe Toxicity0.07805709
Moderate 0.50789946 Low Con 0.212
Nov 20, 2025 Thousands of refugees allowed into …
hunt them like pigs.
hunt them like pigs.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.04177703
Insult0.47273466
Profanity0.22653213
Threat0.49142194
Severe Toxicity0.041283876
Moderate 0.50789946 Low Con 0.214
Oct 1, 2025 1 likes IRCC Names India in Study …
Canada is a messed up country our government cares more about immigrants and south asians than they do their own people it’s actually sickening
Canada is a messed up country our government cares more about immigrants and south asians than they do their own people it’s actually sickening
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48990932
Insult0.50440645
Profanity0.091633186
Threat0.0076119336
Severe Toxicity0.023076924
Moderate 0.50789946 Moderate Con 0.303 Insult Identity_Assertion
Oct 15, 2025 2 likes 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.