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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 174 of 189
God damn it is refreshing to hear other fellow Canadians who are also tired of watching our country not prioritize our own people over the immigrants.
God damn it is refreshing to hear other fellow Canadians who are also tired of watching our country not prioritize our own people over the immigrants.
Inside Canada's Indian Invasion... · 289: Cluster #288
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.3682569
Profanity0.5188411
Threat0.009747985
Severe Toxicity0.02420936
Moderate 0.51869136 Constructive 0.511 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Let’s go to America and get treated like we’re criminals. Yea no thank you I’ll pass.
Let’s go to America and get treated like we’re criminals. Yea no thank you I’ll pass.
· 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.024224408
Insult0.07583388
Profanity0.00042892114
Threat0.10837407
Severe Toxicity0.00003919407
Moderate 0.518143 Fear_Threat
Dec 10, 2025
Now think about how these Indians can even afford to buy these massive churches and temples. They make an average of like 2000 usd A YEAR IN INDIA. Even my small town in Ontario has …
Now think about how these Indians can even afford to buy these massive churches and temples. They make an average of like 2000 usd A YEAR IN INDIA. Even my small town in Ontario has multiple churches taken over by Indians. Hard to explain the anger when an old picture of your Grandfather you never met gets taken down and the church taken over in exhange for some Hindu bullshit. Also the sikh temple guy saying everything is the same - their culture is unbelievably different than any western culture. We are unfortunately just not the same and don't have the same values. Takes a lot for us Canadians to get this fed up with a foreigner. We have always been the most multicultural.
Inside Canada's Indian Metropolis (Brampton) · 111: Cluster #110
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.4810288
Profanity0.44752163
Threat0.032005094
Severe Toxicity0.15706694
Moderate 0.5140397 Constructive 0.735 Identity Attack Identity_Assertion
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As a truck driver these people are the very worst drivers and they stink up the truck stops
As a truck driver these people are the very worst drivers and they stink up the truck stops
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.06613251
Insult0.5130944
Profanity0.2453505
Threat0.010887212
Severe Toxicity0.022452017
Moderate 0.5140397 Moderate Con 0.386 Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Stop india people coming
Stop india people coming
Inside Canada's Indian Invasion... · 77: Cluster #76
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.25998658
Profanity0.1811049
Threat0.13329996
Severe Toxicity0.10702737
Moderate 0.5140397 Moderate Con 0.305 Identity Attack Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
"TAQIYAH & TAQIYYA" Muslims ☪️ are the enemy within our country fooling Western Woke Liberals that Muslims are the VICTIMS! its written so in their Playbook the QURAN! To take over Politics & make North …
"TAQIYAH & TAQIYYA" Muslims ☪️ are the enemy within our country fooling Western Woke Liberals that Muslims are the VICTIMS! its written so in their Playbook the QURAN! To take over Politics & make North America Sharia Law!
Inside Canada's Indian Invasion... · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.4339631
Profanity0.19524631
Threat0.091630474
Severe Toxicity0.19761463
Moderate 0.5140397 Low Con 0.212 Identity Attack Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Wait & see when the "White" Citizens stop cleaning up after these people... It will become like their homelands. FILTH EVERYWHERE.
Wait & see when the "White" Citizens stop cleaning up after these people... It will become like their homelands. FILTH EVERYWHERE.
Inside Canada's Indian Invasion... · 55: Cluster #54
Close reading → Discourse → Video sentiment →
Identity Attack0.5504064
Insult0.46327567
Profanity0.17987521
Threat0.025098583
Severe Toxicity0.024678862
Moderate 0.5140397 Low Con 0.165 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
We all know the frauds mostly come from Indians. No need to investigate😂
We all know the frauds mostly come from Indians. No need to investigate😂
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.38852
Profanity0.19401662
Threat0.011819307
Severe Toxicity0.06488878
Moderate 0.5140397 Low Con 0.201 Identity Attack Unverified_Claim
Sep 29, 2025 IRCC Names India in Study …
Its ridiculous!
Its ridiculous!
Inside Canada's Indian Metropolis (Brampton) · 150: Cluster #149
Close reading → Video sentiment →
Identity Attack0.008028535
Insult0.5130944
Profanity0.25824076
Threat0.008375733
Severe Toxicity0.014963473
Moderate 0.5140397 Low Con 0.288 Insult
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
Modis BJP killed millions of Muslims in Gujarat. To say Hindu respect all religions is BS 😂. Some due but majority of Hindus are racist. Believe in the Cast system
Modis BJP killed millions of Muslims in Gujarat. To say Hindu respect all religions is BS 😂. Some due but majority of Hindus are racist. Believe in the Cast system
Inside Canada's Indian Metropolis (Brampton) · 111: Cluster #110
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.5130944
Profanity0.3320008
Threat0.42133212
Severe Toxicity0.34977677
Moderate 0.5140397 Moderate Con 0.314 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Oh Jason Kenny the cuck bye
Oh Jason Kenny the cuck bye
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.06476828
Insult0.48484445
Profanity0.4370703
Threat0.0116639575
Severe Toxicity0.045767322
Moderate 0.5140397 Low Con 0.223 Meta_Commentary
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
I hatte the Guy on the Bike everything He watches on Video He believes IT fack you And pls dont hatte on me ITS what i think
I hatte the Guy on the Bike everything He watches on Video He believes IT fack you And pls dont hatte on me ITS what i think
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.073429056
Insult0.37052566
Profanity0.44133487
Threat0.13582869
Severe Toxicity0.16960317
Moderate 0.5140397 Moderate Con 0.39 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
Canadian politicians opened these private university. They opened offices in India marketing to youth that take admission in college and get work permit afterwards. Some stupid forced their parents to sell family land to pay …
Canadian politicians opened these private university. They opened offices in India marketing to youth that take admission in college and get work permit afterwards. Some stupid forced their parents to sell family land to pay for canadian degree and now canada deny work permit. Also prosecute those politicians and university owners who did this legalized human trafficking.
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.109318495
Insult0.5739874
Profanity0.1654338
Threat0.018710058
Severe Toxicity0.017868511
Moderate 0.5140397 Moderate Con 0.361 Insult Policy_Critique
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
This guy is projecting his own low intelligence. I see he never reads books 📚 but rely on white supremacists agenda. This is coming from a neanderthal descendants. 🙃
This guy is projecting his own low intelligence. I see he never reads books 📚 but rely on white supremacists agenda. This is coming from a neanderthal descendants. 🙃
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.48675314
Profanity0.18909787
Threat0.014911477
Severe Toxicity0.023927659
Moderate 0.5140397 Low Con 0.187 Meta_Commentary
Feb 27, 2026 Inside Canada's Indian Invasion...
Thank you for making this video it’s getting insane how many immigrants our coming its honestly ruining the country
Thank you for making this video it’s getting insane how many immigrants our coming its honestly ruining the country
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.37619758
Profanity0.18909787
Threat0.039256934
Severe Toxicity0.027833538
Moderate 0.5140397 Moderate Con 0.482 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I think the most scary part about it is that they are populating a part of Canada that has the most seats so now it will probably accelerate a lot. all these people seemed really …
I think the most scary part about it is that they are populating a part of Canada that has the most seats so now it will probably accelerate a lot. all these people seemed really friendly though and being friendly is a hallmark of being Canadian. Maybe slow it down slightly though we need to build housing and infrastructure to support the growing population and if we grow to fast we are gonna end up in shit.
Inside Canada's Indian Metropolis (Brampton) · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.06158508
Insult0.37619758
Profanity0.5711371
Threat0.010395273
Severe Toxicity0.023076924
Moderate 0.5140397 Constructive 0.667 Fear_Threat
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians are an invasive species.
Indians are an invasive species.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.41767508
Profanity0.24147889
Threat0.020782012
Severe Toxicity0.16960317
Moderate 0.5140397 Low Con 0.203 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
There aremany false allegations against indians in canada . also white people in canada are Illegal migrants(invaders)
There aremany false allegations against indians in canada . also white people in canada are Illegal migrants(invaders)
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.4378843
Profanity0.0838743
Threat0.008375733
Severe Toxicity0.023223408
Moderate 0.5140397 Moderate Con 0.356 Identity Attack Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As Indian, indian Brahmin believe west is hell in middle age and late middle age, now they invet west and criticize their culture they are disgusting
As Indian, indian Brahmin believe west is hell in middle age and late middle age, now they invet west and criticize their culture they are disgusting
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.49855098
Insult0.5497792
Profanity0.357228
Threat0.10696311
Severe Toxicity0.16960317
Moderate 0.5140397 Low Con 0.297 Insult
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The nicest things I can say about Indians is that at least they're not jews
The nicest things I can say about Indians is that at least they're not jews
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6220118
Insult0.27763805
Profanity0.21781154
Threat0.013476364
Severe Toxicity0.0912254
Moderate 0.5140397 Moderate Con 0.332 Identity Attack Unverified_Claim
Feb 28, 2026 2 likes Inside Canada's Indian Invasion...
Boston's black lifes statues beats this............Ours should be x-rated leave it to the blacks.....
Boston's black lifes statues beats this............Ours should be x-rated leave it to the blacks.....
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.37846634
Profanity0.1554785
Threat0.036839653
Severe Toxicity0.023880709
Moderate 0.5140397 Low Con 0.2 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Real Canadian's die in the Emergency waiting rooms. WTF !
Real Canadian's die in the Emergency waiting rooms. WTF !
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.23694818
Insult0.36365277
Profanity0.48510036
Threat0.13566011
Severe Toxicity0.02425631
Moderate 0.5140397 Moderate Con 0.4 Fear_Threat
Feb 24, 2026 11 likes 'We do know that there's …
Many of them have come to the country under false pretence of being students and when they get there they never step foot in class. Make them accountable, kick them out World famous cheats for …
Many of them have come to the country under false pretence of being students and when they get there they never step foot in class. Make them accountable, kick them out World famous cheats for cheating, disgusting behaviour
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.18546575
Insult0.5130944
Profanity0.12903778
Threat0.44942492
Severe Toxicity0.023974609
Moderate 0.5140397 Moderate Con 0.337 Insult Unverified_Claim
Sep 29, 2025 IRCC Names India in Study …
WHAT A SHAME,BECAUSE OF THEIR FRAUD,HOW MANY CANADIAN FAMILIES,STUDENTS,YOUTHS,ADULTS LOST THEIR JOB,LOST THEIR HOMES. MS.ZAFAR IS LYING LYING,LYING,HOW CAN A LARGE NUMBER OF INDIAN STUDENTS CAN DISAPPEAR,THEY THINK,BY SAYING" DISAPPEARED, THE STUDENTS AND THEIR STATUS …
WHAT A SHAME,BECAUSE OF THEIR FRAUD,HOW MANY CANADIAN FAMILIES,STUDENTS,YOUTHS,ADULTS LOST THEIR JOB,LOST THEIR HOMES. MS.ZAFAR IS LYING LYING,LYING,HOW CAN A LARGE NUMBER OF INDIAN STUDENTS CAN DISAPPEAR,THEY THINK,BY SAYING" DISAPPEARED, THE STUDENTS AND THEIR STATUS WILL BE PORTECTED. 100% THEY MADE LOTS OF MONEY FROM THESE STUDENTS AND LET THEM DISAPPEAR. SHAME THEY SHOULD BE REMOVED FROM IRCC. THEY ARE INCOMPETENT AND GENETICALLY FRAUD. REMOVE,REMOVE,THEY BELONG IN THE PRISON,IF THEY ARE NOT HONEST AND DONT TRY TO TRACK THOSE DISAPPEARED STUDENT. THEY SHOULD BE SENT TO PRISON.THEY KNEW IT,THEY HAVE THEIR PHONE AND THEIR ADDRESS. WHAT A SHAME. WE CANADIANS DONT WANT FRAUD,CROOKED PEOPLE WORKING IN IRCC. SHAME,DISGUSTING,WHAT AN EMBARRASSMENT.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.27991617
Insult0.54471385
Profanity0.10425757
Threat0.18597278
Severe Toxicity0.043077253
Moderate 0.5140397 Moderate Con 0.373 Insult
Oct 10, 2025 1 likes IRCC Names India in Study …
I’m gonna get a lot of hate for this comment and death threats, but I would rather have Pakistani and Indian people then have Isis and radical Islamic terror because if people know how to …
I’m gonna get a lot of hate for this comment and death threats, but I would rather have Pakistani and Indian people then have Isis and radical Islamic terror because if people know how to act then it’s fine if they build their culture hair, don’t forget Europeans and white people built their culture all over the world and killed everyone that wasn’t what they wanted and got rid of their religions in their ancestors and they got rid of their culturewhite people have killed billions of people, but nobody seems to care about that as soon as you see some brown people moving into your country, that’s under 1 million you guys flip out it’s weird
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.34237885
Profanity0.2801717
Threat0.5195707
Severe Toxicity0.17009245
Moderate 0.5140397 Constructive 0.558 Identity Attack Threat
Oct 8, 2025 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.