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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 86 of 1230
Dude, you guys should see the business entities they apply for, these Indians/Pakistanis commit so much business fraud, it would make you sick. Horrible people and compulsive liars.
Dude, you guys should see the business entities they apply for, these Indians/Pakistanis commit so much business fraud, it would make you sick. Horrible people and compulsive liars.
Inside Canada's Indian Invasion... · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.66500133
Profanity0.21997347
Threat0.013631714
Severe Toxicity0.038593806
Moderate 0.6611249 Low Con 0.291 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
CBC news. Bull crap
CBC news. Bull crap
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.023193322
Insult0.54471385
Profanity0.5249258
Threat0.008077981
Severe Toxicity0.023692908
Moderate 0.6611249 Low Con 0.195 Insult
Jul 15, 2018 3 likes How much do refugees and …
Indian food is delicious. The people are disgusting.
Indian food is delicious. The people are disgusting.
Inside Canada's Indian Invasion... · 93: Cluster #92
Close reading → Discourse → Video sentiment →
Identity Attack0.50515765
Insult0.65231085
Profanity0.36230123
Threat0.011974656
Severe Toxicity0.045767322
Moderate 0.6611249 Moderate Con 0.314 Identity Attack Insult Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
And now they are invading Europe with new transit agreement the f* cking europeans politicians sign
And now they are invading Europe with new transit agreement the f* cking europeans politicians sign
Inside Canada's Indian Invasion... · 39: Cluster #38
Close reading → Discourse → Video sentiment →
Identity Attack0.42615733
Insult0.5130944
Profanity0.64657205
Threat0.017846745
Severe Toxicity0.16960317
Moderate 0.6611249 Low Con 0.129 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Only losers blame indians....
Only losers blame indians....
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.6407567
Profanity0.22612886
Threat0.009981008
Severe Toxicity0.02378681
Moderate 0.6611249 Low Con 0.175 Identity Attack Insult Meta_Commentary
Sep 9, 2025 Why Canadians Are Turning Against …
The guy is soo wrong, it’s the upper caste who eats poop.
The guy is soo wrong, it’s the upper caste who eats poop.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2028587
Insult0.5130944
Profanity0.4819111
Threat0.01508414
Severe Toxicity0.07542343
Moderate 0.6611249 Low Con 0.197 Insult Unverified_Claim
Feb 24, 2026 Inside Canada's Indian Invasion...
As a physical minority person i see Indians are same as anyone else i don’t see any difference between indian and canadian in canada. so stop the nonsense stupid division in Ontario.
As a physical minority person i see Indians are same as anyone else i don’t see any difference between indian and canadian in canada. so stop the nonsense stupid division in Ontario.
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.44690517
Insult0.67254376
Profanity0.29053202
Threat0.009178371
Severe Toxicity0.023076924
Moderate 0.6611249 Moderate Con 0.46 Insult
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
What's even worse is the people that work here their whole life and barely got enough to retire now can't retire or are starving because there's no more services for those people who built this …
What's even worse is the people that work here their whole life and barely got enough to retire now can't retire or are starving because there's no more services for those people who built this damn country and these new people don't give a s*** about it they're destroying everything I mean how many videos do you got to see if I'm dumping garbage and using our beaches as washrooms
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.19495805
Insult0.4710501
Profanity0.5722072
Threat0.1115629
Severe Toxicity0.23224458
Moderate 0.6611249 Constructive 0.568 Economic_Argument
Feb 17, 2026 2 likes LILLEY UNLEASHED: The fall of …
TO INDIAN LADY WHO THINGS NEW IMMIGRANTS DONT WORK TO WORK HARD,,,, PUT YOU FKIN KID IN TIMS AND ILL JUDGE HOW LONG HE CAN LAST
TO INDIAN LADY WHO THINGS NEW IMMIGRANTS DONT WORK TO WORK HARD,,,, PUT YOU FKIN KID IN TIMS AND ILL JUDGE HOW LONG HE CAN LAST
Inside Canada's Indian Metropolis (Brampton) · 146: Cluster #145
Close reading → Discourse → Video sentiment →
Identity Attack0.49855098
Insult0.47787863
Profanity0.541926
Threat0.13815513
Severe Toxicity0.35368225
Moderate 0.6611249 Low Con 0.279 Humor_Satire
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Lmao this is happening literally everywhere but india cuz they know how shitty home is. Go to any mall in america and its scary.
Lmao this is happening literally everywhere but india cuz they know how shitty home is. Go to any mall in america and its scary.
Inside Canada's Indian Invasion... · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.4006267
Insult0.42743355
Profanity0.64657205
Threat0.011223801
Severe Toxicity0.16960317
Moderate 0.6611249 Low Con 0.268 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This world is f****d .. in 15 years there will be no pure bread ethnicities its going to be all mixed😐
This world is f****d .. in 15 years there will be no pure bread ethnicities its going to be all mixed😐
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.42367843
Profanity0.61633086
Threat0.04233929
Severe Toxicity0.23224114
Moderate 0.6611249 Low Con 0.197 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
these students and foreign workers are eating Canada like termites from inside. leaving it hollow and hopeless. Canadians are dumb for not standing up for themselves.
these students and foreign workers are eating Canada like termites from inside. leaving it hollow and hopeless. Canadians are dumb for not standing up for themselves.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.54151535
Insult0.6798578
Profanity0.21781154
Threat0.0104988385
Severe Toxicity0.023880709
Moderate 0.6611249 Low Con 0.248 Identity Attack Insult Fear_Threat
Sep 30, 2025 1 likes IRCC Names India in Study …
White people always gotta take shots a black men. Lol 😂
White people always gotta take shots a black men. Lol 😂
Inside Canada's Indian Invasion... · 30: Cluster #29
Close reading → Discourse → Video sentiment →
Identity Attack0.6853638
Insult0.37052566
Profanity0.32120174
Threat0.54744303
Severe Toxicity0.29050803
Moderate 0.6611249 Low Con 0.233 Identity Attack Threat Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Deport all Indians!
Deport all Indians!
Canada's tighter immigration policy divides the country • … · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.71720207
Insult0.36798462
Profanity0.22792831
Threat0.34804323
Severe Toxicity0.23226519
Moderate 0.6611249 Low Con 0.23 Identity Attack Call_To_Action
Feb 11, 2026 Canada's tighter immigration policy divides …
Paracites all if them! East India & West Indians all paracites!😅😅😅😅
Paracites all if them! East India & West Indians all paracites!😅😅😅😅
Inside Canada's Indian Metropolis (Brampton) · 34: Cluster #33
Close reading → Video sentiment →
Identity Attack0.6487889
Insult0.65129566
Profanity0.4044591
Threat0.28031203
Severe Toxicity0.50703704
Moderate 0.6611249 Low Con 0.251 Identity Attack Insult
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Hope this video shows how garbage this country has become
Hope this video shows how garbage this country has become
Inside Canada's Indian Invasion... · 223: Cluster #222
Close reading → Discourse → Video sentiment →
Identity Attack0.40883094
Insult0.5208188
Profanity0.3366329
Threat0.017674083
Severe Toxicity0.09385906
Moderate 0.6611249 Low Con 0.198 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
اكره الهندوسي أن
اكره الهندوسي أن
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6990888
Insult0.36709076
Profanity0.33453682
Threat0.039256934
Severe Toxicity0.16960317
Moderate 0.6611249 Moderate Con 0.311 Identity Attack Identity_Assertion
Mar 2, 2026 Inside Canada's Indian Invasion...
Liberal Party fck up Canada, ruins our country.
Liberal Party fck up Canada, ruins our country.
Why Canadians Are Turning Against Immigrants. · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.36702603
Insult0.5130944
Profanity0.5724795
Threat0.058826666
Severe Toxicity0.16960317
Moderate 0.6611249 Low Con 0.208 Insult
Sep 12, 2025 Why Canadians Are Turning Against …
I really dont believe she got elected. She cannot speak, she cannot think and she sound completly moronic. How could she run a campaign?
I really dont believe she got elected. She cannot speak, she cannot think and she sound completly moronic. How could she run a campaign?
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.041261412
Insult0.71027446
Profanity0.34099978
Threat0.009281937
Severe Toxicity0.023076924
Moderate 0.6611249 Low Con 0.249 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
You canadians are incompetent.. The only reason why Indians are ruling your country😂😂😂
You canadians are incompetent.. The only reason why Indians are ruling your country😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.6109131
Profanity0.16078159
Threat0.010654188
Severe Toxicity0.10702737
Moderate 0.6611249 Low Con 0.158 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Nope It's Inside European Invasion. First All Americans should leave and then u have right to tell others. coward son of thieves and Invaders. atleast There's no Genoside done by Indians in History. Americans Are …
Nope It's Inside European Invasion. First All Americans should leave and then u have right to tell others. coward son of thieves and Invaders. atleast There's no Genoside done by Indians in History. Americans Are the biggest thieves & Invaders in Human History... Truth is Truth.
Inside Canada's Indian Invasion... · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.6370372
Profanity0.26621178
Threat0.09623027
Severe Toxicity0.23225316
Moderate 0.6611249 Low Con 0.256 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Holy fuck that population number for Brampton absolutely skyrocketed !
Holy fuck that population number for Brampton absolutely skyrocketed !
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.036878675
Insult0.32682732
Profanity0.7466957
Threat0.0097738765
Severe Toxicity0.16960317
Moderate 0.6611249 Low Con 0.224
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I live in Ontario, a few hours from Brampton. I say this so you understand when I say "Khalistanis GO HOME" I fucking mean it. Sihks, Hindu, whatever is fine - but leave your fucking …
I live in Ontario, a few hours from Brampton. I say this so you understand when I say "Khalistanis GO HOME" I fucking mean it. Sihks, Hindu, whatever is fine - but leave your fucking seperatist politics out of Canada. To be clear, you (one of the documentarians) was adorned with a pro Indian seperatist headwrap with a the Khalistani yellow and the symbol of swords. (12:00) You've just shown support for what is defined as a terrorist organization by many countries in the world, except Canada.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5588244
Profanity0.6242122
Threat0.08089764
Severe Toxicity0.34993178
Moderate 0.6611249 Constructive 0.604 Identity Attack Insult Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Naw the nigga on the bike got it bruh 😂😂😂😂😂 but he kept it hot tho so respect
Naw the nigga on the bike got it bruh 😂😂😂😂😂 but he kept it hot tho so respect
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.65625757
Insult0.53014356
Profanity0.4989438
Threat0.06626215
Severe Toxicity0.34950548
Moderate 0.6611249 Moderate Con 0.304 Identity Attack Insult Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY …
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY ONLY HIRE THEIR OWN! THEY DROVE UP THE RENTAL MARKET Cuz we DON'T HAVE THE ROOM For them, & they make it impossible to find a place. They're RUDE, ENTITLED & THE WORST THING THAT'S HAPPENED TO CANADA IN MY ENTIRE 47 YRS! Im TIRED OF BEING NICE & Keeping my mouth shut. We basically let them walk right in & take over. If it ain't them, it's the Africans & Muslims. The guy on the bike being interviewed is 100000% RIGHT! And WHO THE FU*K Gives them DRIVERS LICENCES? They drive like they're still in INDIA! Why TF COME here if they're ONLY GONNA MAKE IT Like INDIA? STAY IN INDIA IF u DON'T ASSIMILATE!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.40351558
Insult0.6099415
Profanity0.4662011
Threat0.06658544
Severe Toxicity0.23224974
Moderate 0.6611249 Constructive 0.544 Insult Fear_Threat
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.