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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 180 of 189
As a Canadian the situation is insane but that bike guy was somehow even more insane wtf 😭
As a Canadian the situation is insane but that bike guy was somehow even more insane wtf 😭
Inside Canada's Indian Invasion... · 68: Cluster #67
Close reading → Discourse → Video sentiment →
Identity Attack0.1007269
Insult0.46327567
Profanity0.46460027
Threat0.009877442
Severe Toxicity0.023076924
Moderate 0.50789946 Moderate Con 0.358 Humor_Satire
Feb 18, 2026 1 likes Inside Canada's Indian Invasion...
i think its 790,000 fraud students from India. They Scam People From Tax and How much more for Student Frauds. They are one of the leading scammers and frauds in the world. UN should sanction …
i think its 790,000 fraud students from India. They Scam People From Tax and How much more for Student Frauds. They are one of the leading scammers and frauds in the world. UN should sanction that toilet capital of the world
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.50125694
Insult0.5130944
Profanity0.15635987
Threat0.014048163
Severe Toxicity0.02514347
Moderate 0.50789946 Low Con 0.299 Identity Attack Insult
Oct 2, 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...
Damn he dipped
Damn he dipped
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.01565665
Insult0.24903896
Profanity0.6001929
Threat0.012233571
Severe Toxicity0.023645958
Moderate 0.50789946 Moderate Con 0.367 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
White peole think they are too good to work at timhortons. Literally brown ones are the inky ones who want to work there. And on top of that they’ll be working two jobs at a …
White peole think they are too good to work at timhortons. Literally brown ones are the inky ones who want to work there. And on top of that they’ll be working two jobs at a time. Keep the people who work and pay taxes get rid of all those who don’t (homeless drug addicts)
Inside Canada's Indian Invasion... · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.4718924
Profanity0.18663849
Threat0.03407705
Severe Toxicity0.02411546
Moderate 0.50789946 Moderate Con 0.434 Identity Attack Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The guy in the bike is a real racist. Africans are highly intelligent. No wonder you ride a bike in winter. Really bad person.
The guy in the bike is a real racist. Africans are highly intelligent. No wonder you ride a bike in winter. Really bad person.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.48990932
Insult0.47384647
Profanity0.17380778
Threat0.012130005
Severe Toxicity0.023076924
Moderate 0.50789946 Low Con 0.273 Moral_Argument
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
Just pathetic
Just pathetic
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008028535
Insult0.5423875
Profanity0.2600683
Threat0.0077672824
Severe Toxicity0.013672344
Moderate 0.50789946 Moderate Con 0.323 Insult Meta_Commentary
Sep 30, 2025 IRCC Names India in Study …
The original immigrants from India were hard working honest people who appreciated the opportunity to live in Canada. The new Indian immigrants are arrogant , boastful and aggressive. They want to scan and con their …
The original immigrants from India were hard working honest people who appreciated the opportunity to live in Canada. The new Indian immigrants are arrogant , boastful and aggressive. They want to scan and con their way in and game the system for everything they can get.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5130944
Profanity0.059447967
Threat0.010188141
Severe Toxicity0.023076924
Moderate 0.50789946 Moderate Con 0.458 Identity Attack Insult Identity_Assertion
Sep 22, 2025 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 1 likes Inside Canada's Indian Invasion...
Whites wont exist in 100 years.
Whites wont exist in 100 years.
Inside Canada's Indian Invasion... · 55: Cluster #54
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.31740165
Profanity0.20139475
Threat0.13815513
Severe Toxicity0.12809667
Moderate 0.50789946 Low Con 0.131 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
No more Indian Scammers
No more Indian Scammers
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.55803186
Insult0.4555076
Profanity0.25549942
Threat0.046541955
Severe Toxicity0.112294696
Moderate 0.50789946 Low Con 0.277 Identity Attack Identity_Assertion
Sep 29, 2025 1 likes IRCC Names India in Study …
Dear Indians don't turn Canada and Europe into sithole ❤
Dear Indians don't turn Canada and Europe into sithole ❤
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.50515765
Insult0.47384647
Profanity0.44366163
Threat0.009981008
Severe Toxicity0.041283876
Moderate 0.50789946 Low Con 0.225 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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...
The fake accent and smooth brain talk is so bad it’s not even funny idk how you convince yourself that sounds right sound like a straight Neanderthal
The fake accent and smooth brain talk is so bad it’s not even funny idk how you convince yourself that sounds right sound like a straight Neanderthal
Inside Canada's Indian Invasion... · 178: Cluster #177
Close reading → Discourse → Video sentiment →
Identity Attack0.2877625
Insult0.4555076
Profanity0.24818924
Threat0.010421164
Severe Toxicity0.023927659
Moderate 0.50789946 Low Con 0.153 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
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 …
Five guys burgers run all by Indians and hire only Indians. But all whites business is racist right.... Blah, blah blah....
Five guys burgers run all by Indians and hire only Indians. But all whites business is racist right.... Blah, blah blah....
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.37166002
Profanity0.10301965
Threat0.010990778
Severe Toxicity0.023076924
Moderate 0.50789946 Low Con 0.222 Identity Attack Identity_Assertion
Aug 25, 2025 Why Canadians Are Turning Against …
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...
Not enough. what about the ones who had guns and were planning on kidnapping and rapeing women ? not enough.
Not enough. what about the ones who had guns and were planning on kidnapping and rapeing women ? not enough.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.21470967
Insult0.2679134
Profanity0.26624632
Threat0.5251682
Severe Toxicity0.15706694
Moderate 0.50789946 Low Con 0.256 Threat Fear_Threat
Dec 24, 2025 13 likes Deportations From Canada at Their …
As a Canadian, I don’t know why Canadians are so scared to say it but we’re sick of this sh!t! Peoples relatives are dying cause the healthcare system is flooded. Housing market is rising every …
As a Canadian, I don’t know why Canadians are so scared to say it but we’re sick of this sh!t! Peoples relatives are dying cause the healthcare system is flooded. Housing market is rising every year And to top it all off they don’t respect our countries policies and traditions, why should we respect there’s?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.1714862
Insult0.40975618
Profanity0.5013569
Threat0.012803185
Severe Toxicity0.02373986
Moderate 0.50789946 Constructive 0.549 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Filthy.
Filthy.
Inside Canada's Indian Metropolis (Brampton) · 341: Cluster #340
Close reading → Video sentiment →
Identity Attack0.019776696
Insult0.5130944
Profanity0.22653213
Threat0.00866054
Severe Toxicity0.020644438
Moderate 0.50789946 Low Con 0.299 Insult
Nov 29, 2025 Inside Canada's Indian Metropolis (Brampton)
The world over muslims migrated to the west while in recent times RSS, VHP, Bajrang dal, hindu goons are spreading their tentacles to destroy the west.
The world over muslims migrated to the west while in recent times RSS, VHP, Bajrang dal, hindu goons are spreading their tentacles to destroy the west.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.4810288
Profanity0.28364125
Threat0.18597278
Severe Toxicity0.16960317
Moderate 0.50789946 Low Con 0.185 Identity Attack Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
Don't eat cow's poo 💩
Don't eat cow's poo 💩
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.037136484
Insult0.36798462
Profanity0.43554106
Threat0.012854968
Severe Toxicity0.109661035
Moderate 0.50789946 Low Con 0.173 Humor_Satire
Jan 27, 2026 1 likes 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...
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.