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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 97 of 1230
Crazy just like the UK with the Muslim invasion …
Crazy just like the UK with the Muslim invasion …
Inside Canada's Indian Invasion... · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.54471385
Profanity0.18233459
Threat0.012699619
Severe Toxicity0.07542343
Moderate 0.6426206 Low Con 0.19 Identity Attack Insult Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Why are these white people so scared of becoming a minority in that city? Are minorities treated bad or something? Is that why they are scared? By the way, the 60-year-old man with the cap …
Why are these white people so scared of becoming a minority in that city? Are minorities treated bad or something? Is that why they are scared? By the way, the 60-year-old man with the cap on backwards saying they pay no taxes, do you pay taxes? It looks like you can't even take care of yourself and pay no taxes yourself. Hypocrite.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.66500133
Profanity0.17101645
Threat0.009204263
Severe Toxicity0.023076924
Moderate 0.6426206 Moderate Con 0.426 Insult
Nov 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada wake up stop. Group 5 too shop all this shit my god. Canada needs to focus inside.
Canada wake up stop. Group 5 too shop all this shit my god. Canada needs to focus inside.
IRCC Names India in Study Permit Fraud | … · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.14233272
Insult0.46327567
Profanity0.65961236
Threat0.011068452
Severe Toxicity0.06488878
Moderate 0.6426206 Low Con 0.221
Oct 1, 2025 IRCC Names India in Study …
Not near enough tax relief, not near enough cuts to immigration. The liberals are out of touch, proven time and again. 2026 will be worse.....Canada sucks
Not near enough tax relief, not near enough cuts to immigration. The liberals are out of touch, proven time and again. 2026 will be worse.....Canada sucks
New rules, regulations take effect across Canada · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.38445538
Insult0.6109131
Profanity0.40185395
Threat0.010110466
Severe Toxicity0.026936848
Moderate 0.6426206 Low Con 0.292 Insult
Jan 3, 2026 7 likes New rules, regulations take effect …
That's the plan the great replacement of Canadian value with Islamic devil's 👿 the WEF NWO illuminati satanic puppet sellout POS snake globalist traitorous liberal criminal syndicate is killing us.
That's the plan the great replacement of Canadian value with Islamic devil's 👿 the WEF NWO illuminati satanic puppet sellout POS snake globalist traitorous liberal criminal syndicate is killing us.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5689151
Insult0.5739874
Profanity0.29168049
Threat0.34804323
Severe Toxicity0.23125283
Moderate 0.6426206 Low Con 0.145 Identity Attack Insult
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
GET THEM ALL OUT NOW before we rise up and slaughter them all! If you know what I know- you'd know it's coming and soon...if you are brown- you will be taken down.
GET THEM ALL OUT NOW before we rise up and slaughter them all! If you know what I know- you'd know it's coming and soon...if you are brown- you will be taken down.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.37506318
Profanity0.27882218
Threat0.60325533
Severe Toxicity0.3532795
Moderate 0.6426206 Moderate Con 0.383 Identity Attack Threat Fear_Threat
Sep 20, 2025 17 likes Inside Canada's Indian Metropolis (Brampton)
So what if lots of Indians are moving to Canada?!? Have you ever tried Indian Food? It's FUCKING AMAZING. I say MORE POWER TO THEM! Bring on the Indians to North America!!!!
So what if lots of Indians are moving to Canada?!? Have you ever tried Indian Food? It's FUCKING AMAZING. I say MORE POWER TO THEM! Bring on the Indians to North America!!!!
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.58743036
Insult0.45135358
Profanity0.5711371
Threat0.094697006
Severe Toxicity0.3247677
Moderate 0.6407703 Constructive 0.565 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Every immigrant regardless of color they say immigrants are bad even though they are the same kind but from different timelines. Hippocrates.....
Every immigrant regardless of color they say immigrants are bad even though they are the same kind but from different timelines. Hippocrates.....
Inside Canada's Indian Metropolis (Brampton) · 11: Cluster #10
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.65129566
Profanity0.10240069
Threat0.007754337
Severe Toxicity0.023076924
Moderate 0.6407703 Moderate Con 0.349 Insult Moral_Argument
Oct 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Next time I get a motorcycle, I am going to start wearing a turban. It will protect my religious freedom and my stupidity. Like a plague of locusts. 👳🏻‍♂️👳🏾‍♂️
Next time I get a motorcycle, I am going to start wearing a turban. It will protect my religious freedom and my stupidity. Like a plague of locusts. 👳🏻‍♂️👳🏾‍♂️
Inside Canada's Indian Metropolis (Brampton) · 21: Cluster #20
Close reading → Video sentiment →
Identity Attack0.2774022
Insult0.64537907
Profanity0.36230123
Threat0.03373172
Severe Toxicity0.02378681
Moderate 0.6407703 Low Con 0.289 Insult
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
The guy on the bicycle is a racist mofo
The guy on the bicycle is a racist mofo
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.3958119
Insult0.6308392
Profanity0.4098025
Threat0.012854968
Severe Toxicity0.16960317
Moderate 0.6407703 Low Con 0.227 Insult Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Almost as dirty as the Mexicans that we have invading Oklahoma right now.
Almost as dirty as the Mexicans that we have invading Oklahoma right now.
Inside Canada's Indian Invasion... · 322: Cluster #321
Close reading → Discourse → Video sentiment →
Identity Attack0.65625757
Insult0.5678696
Profanity0.22673377
Threat0.012285355
Severe Toxicity0.10702737
Moderate 0.6407703 Low Con 0.203 Identity Attack Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Ruined our economy and good luck finding any entry level jobs for your children. Completely destroyed the country. They're even dumping garbage on the side of streets and poaching the wildlife. They're shitting on our …
Ruined our economy and good luck finding any entry level jobs for your children. Completely destroyed the country. They're even dumping garbage on the side of streets and poaching the wildlife. They're shitting on our beaches!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.08749158
Insult0.5130944
Profanity0.5643384
Threat0.024753258
Severe Toxicity0.06488878
Moderate 0.6407703 Moderate Con 0.422 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If you’re a white male you will always be accused of racism, misogyny, etc… in the left’s eyes! Get over yourselves! That’s just the way the left in modern society tries to embarrass, marginalize and …
If you’re a white male you will always be accused of racism, misogyny, etc… in the left’s eyes! Get over yourselves! That’s just the way the left in modern society tries to embarrass, marginalize and beat you up! Stop giving it any concern or thought! Stop caring what some leftist idiot thinks about you! This is their problem not yours! Push forward through this BS and stand strong on your morals and convictions!!! 🇺🇸🇺🇸🇺🇸🇺🇸🇺🇸
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.50515765
Insult0.6336687
Profanity0.36230123
Threat0.11769595
Severe Toxicity0.08859174
Moderate 0.6407703 Moderate Con 0.367 Identity Attack Insult Identity_Assertion
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I can’t believe how racist this is, should be ashamed. Everyone’s been divided and fighting and this is exactly what’s wrong with our societies. These damn immigrants coming in and destroying western civilization and we’re …
I can’t believe how racist this is, should be ashamed. Everyone’s been divided and fighting and this is exactly what’s wrong with our societies. These damn immigrants coming in and destroying western civilization and we’re just letting it happen. Replacing the majority white populations with low iq individuals.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.5678696
Profanity0.5188411
Threat0.07629784
Severe Toxicity0.16960317
Moderate 0.6407703 Moderate Con 0.419 Identity Attack Insult Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
We need a genocide soon
We need a genocide soon
Inside Canada's Indian Invasion... · 187: Cluster #186
Close reading → Discourse → Video sentiment →
Identity Attack0.36803186
Insult0.191015
Profanity0.2761231
Threat0.58413893
Severe Toxicity0.35368225
Moderate 0.6407703 Low Con 0.268 Threat Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Thank God for Donald Trump. I really hope all you other countries get it figured out. All these mofuckrs need sent back home.
Thank God for Donald Trump. I really hope all you other countries get it figured out. All these mofuckrs need sent back home.
Inside Canada's Indian Invasion... · 43: Cluster #42
Close reading → Video sentiment →
Identity Attack0.3780483
Insult0.5678696
Profanity0.6001929
Threat0.11309616
Severe Toxicity0.16960317
Moderate 0.6407703 Moderate Con 0.328 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Ya I believe the bad drivers here in Canada. In Saskatoon a stoopid immigrant tboned my brothers truck cuz he was distracted by his phone
Ya I believe the bad drivers here in Canada. In Saskatoon a stoopid immigrant tboned my brothers truck cuz he was distracted by his phone
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.65865606
Profanity0.3366329
Threat0.011612174
Severe Toxicity0.02444411
Moderate 0.6407703 Moderate Con 0.46 Insult Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
We not gona give indian punjab to these khalistaniss. They choose canda as a shelter and say shitt about India from Canada. 90% immigrants in Canada area punjabi or sikhs. They DONNT even call themself …
We not gona give indian punjab to these khalistaniss. They choose canda as a shelter and say shitt about India from Canada. 90% immigrants in Canada area punjabi or sikhs. They DONNT even call themself indian.
Inside Canada's Indian Invasion... · 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5423875
Profanity0.5318404
Threat0.02682521
Severe Toxicity0.19149859
Moderate 0.6407703 Moderate Con 0.302 Identity Attack Insult Identity_Assertion
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
Brampton is disgustingly trashy now. All punjabis
Brampton is disgustingly trashy now. All punjabis
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.5502601
Insult0.6308392
Profanity0.4098025
Threat0.10542984
Severe Toxicity0.34950548
Moderate 0.6407703 Low Con 0.28 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm fifth generation born Canadian and this is not Canada anymore. It's a disgrace, disgusting, despicable and 100% CRIMINAL and pathetic that we have no rights or freedoms in our own country but illegal immigrants …
I'm fifth generation born Canadian and this is not Canada anymore. It's a disgrace, disgusting, despicable and 100% CRIMINAL and pathetic that we have no rights or freedoms in our own country but illegal immigrants do! I can't even afford my life saving medication for diabetes and I get turned down for any and all government assistance, please explain how the hell that happens? They are literally killing us off one by one!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.48915586
Insult0.62169385
Profanity0.36230123
Threat0.13127698
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.58 Insult
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
I was going to write something about shitting in the street maybe increasing in the area and then the piece about someone shitting on a bus came out. Immigration will destroy the Western World.
I was going to write something about shitting in the street maybe increasing in the area and then the piece about someone shitting on a bus came out. Immigration will destroy the Western World.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3895355
Insult0.47384647
Profanity0.64657205
Threat0.04524883
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.502 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
What a load of racist drivel. {:o:O:}
What a load of racist drivel. {:o:O:}
Inside Canada's Indian Invasion... · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.32476485
Insult0.6500014
Profanity0.2298641
Threat0.010395273
Severe Toxicity0.024960563
Moderate 0.6407703 Low Con 0.141 Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
If I hear the two words, “Canada’s Generosity” one more time, I will puke. This is really about “Canada’s Stupidity”, if you ask any tax payer, or anyone else with a brain. Giving benefits to …
If I hear the two words, “Canada’s Generosity” one more time, I will puke. This is really about “Canada’s Stupidity”, if you ask any tax payer, or anyone else with a brain. Giving benefits to fraudsters, and cheats, that tax paying Canadians don’t even receive or cannot afford is pure criminal behaviour.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36873037
Insult0.6675394
Profanity0.19893537
Threat0.010291707
Severe Toxicity0.023082556
Moderate 0.6407703 Moderate Con 0.32 Insult Policy_Critique
Feb 19, 2026 3 likes LILLEY UNLEASHED: The fall of …
Nepo Baby Justin Trudeau destroyed the country of Canada and then ran away like the COWARD he is...
Nepo Baby Justin Trudeau destroyed the country of Canada and then ran away like the COWARD he is...
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.044612918
Insult0.7065844
Profanity0.09518933
Threat0.011715741
Severe Toxicity0.021935565
Moderate 0.6407703 Low Con 0.201 Insult Policy_Critique
Feb 24, 2026 10 likes 'We do know that there's …
Almost all students come to canada to stay here, mostly Indians. They are running away from their shit holes. Unfortunately they are making Canada a shit hole. High rents because of them as landlords giving …
Almost all students come to canada to stay here, mostly Indians. They are running away from their shit holes. Unfortunately they are making Canada a shit hole. High rents because of them as landlords giving one house to 10 students making small compartments making more money, thus high rents. No jobs for born Canadians because of them. Govt pays employer who hire students. Many came through fake marriages, fake documentation etc. Govt distributing PRs to them like hot cakes. Govt looking at short term money as investment but the outcome is catastrophic. Govt should look into the fake colleges that are registered in Canada which invites them.This is absolutely unjust to Canadians.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.5203519
Insult0.5678696
Profanity0.570067
Threat0.01698343
Severe Toxicity0.20678867
Moderate 0.6407703 Moderate Con 0.486 Identity Attack Insult Economic_Argument
Sep 30, 2025 IRCC Names India in Study …
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.