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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 164 of 189
Harper : Trudeau will open the floodgates and bring in millions of undesirables. Trulyatraitor trudolt: that’s not true mr. Harper. WHY can we NOT hold lying thieving treasonous politicians accountable??????????
Harper : Trudeau will open the floodgates and bring in millions of undesirables. Trulyatraitor trudolt: that’s not true mr. Harper. WHY can we NOT hold lying thieving treasonous politicians accountable??????????
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.036105253
Insult0.57566804
Profanity0.049177196
Threat0.011638066
Severe Toxicity0.017093835
Moderate 0.52139956 Low Con 0.28 Insult Call_To_Action
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
This guy is racist
This guy is racist
Inside Canada's Indian Invasion... · 46: Cluster #45
Close reading → Discourse → Video sentiment →
Identity Attack0.37879246
Insult0.4986907
Profanity0.25275812
Threat0.010938995
Severe Toxicity0.023223408
Moderate 0.52139956 Moderate Con 0.301 Meta_Commentary
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
The most "sacred" river, the Ganges, is a polluted Sh*t hole. If that's how you treat what you consider sacred, how are you gonna treat a country not your own?
The most "sacred" river, the Ganges, is a polluted Sh*t hole. If that's how you treat what you consider sacred, how are you gonna treat a country not your own?
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.08252834
Insult0.43296707
Profanity0.5365423
Threat0.010291707
Severe Toxicity0.030523606
Moderate 0.52139956 Moderate Con 0.345
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
79k .indian. fraud student just a fraction of million. Fraud student visas.indian are scammers.they are just hiding in diff remote places.in canada.
79k .indian. fraud student just a fraction of million. Fraud student visas.indian are scammers.they are just hiding in diff remote places.in canada.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.5504064
Insult0.5130944
Profanity0.12639372
Threat0.012647836
Severe Toxicity0.02420936
Moderate 0.52139956 Low Con 0.24 Identity Attack Insult Unverified_Claim
Nov 3, 2025 IRCC Names India in Study …
Liberals got us here...If they were pleasant immigrants we wouldn't care....but they're not...they shit all over my country, bathing in our lakes...and telling Canadians to get out of our own country...appalling...this is our country....no respect …
Liberals got us here...If they were pleasant immigrants we wouldn't care....but they're not...they shit all over my country, bathing in our lakes...and telling Canadians to get out of our own country...appalling...this is our country....no respect for Canada or Canadians...time for major deportation...Carney's WEF...plan...
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.48627716
Profanity0.40929472
Threat0.051067904
Severe Toxicity0.07805709
Moderate 0.52139956 Moderate Con 0.346 Policy_Critique
Sep 7, 2025 Why Canadians Are Turning Against …
Wow, we have no idea where these people are, if these students are even in Canada, we don't know who left the country. What the he'll is happening . Who decided it was India that …
Wow, we have no idea where these people are, if these students are even in Canada, we don't know who left the country. What the he'll is happening . Who decided it was India that can send us millions of people and we are going to be ok. Who asked us the citizens, the taxpayers if this os ok with us that they steal our money and take away from our kids the privilege of living in their own houses, when they moved from the parents. The stupid government, mess up too much, is there anyway we can keep them accountable? I want jail time for them. I'm sure I'm not the only one .
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.16159154
Insult0.5739874
Profanity0.24910301
Threat0.011120236
Severe Toxicity0.023076924
Moderate 0.52139956 Constructive 0.522 Insult Fear_Threat
Oct 2, 2025 IRCC Names India in Study …
Now you know how I feel in the UK....I caught the bus home from work yesterday and I actually counted how many white people were on the bus.....there were me and one other person an …
Now you know how I feel in the UK....I caught the bus home from work yesterday and I actually counted how many white people were on the bus.....there were me and one other person an the other 16 were either indian Pakistani or black...I'm now a foreigner now in my own country....I hate and am not proud to be British anymore 😢😢😢
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.3388922
Profanity0.2564132
Threat0.030623792
Severe Toxicity0.12282934
Moderate 0.52139956 Constructive 0.632 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is Minnesota on steroids , its run by a Liberal Cabal who import hundreds of thousands of 3rd world men, especially from Punjab in India to get a permanent vote bank in the same …
Canada is Minnesota on steroids , its run by a Liberal Cabal who import hundreds of thousands of 3rd world men, especially from Punjab in India to get a permanent vote bank in the same way California has done with other groups to the point they constantly vote Liberal. Canada is a complete shit show and the LMIA scams expose how big the rot is. I see more Turban in Toronto than Canadians its insane, it was not like this 20 or 30 years ago at all. Also the SIkhs/Panjabs in Canada will ultimately want an ethno state within Canada they have a lot more political power in Canada than in their native country .
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.4911651
Insult0.5130944
Profanity0.4185329
Threat0.030278467
Severe Toxicity0.16960317
Moderate 0.52139956 Moderate Con 0.455 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I worked my ass off in 24, gross pay 40, the gov took 11 grand in just income tax!!!
I worked my ass off in 24, gross pay 40, the gov took 11 grand in just income tax!!!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.009767435
Insult0.27763805
Profanity0.4798129
Threat0.0089712385
Severe Toxicity0.023076924
Moderate 0.52139956 Moderate Con 0.402
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Just be happy they are not muslims. Other wise u would end up like britian where 1 million of white daughters have faced sexual harassement and grooming.
Just be happy they are not muslims. Other wise u would end up like britian where 1 million of white daughters have faced sexual harassement and grooming.
Inside Canada's Indian Metropolis (Brampton) · 21: Cluster #20
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.36365277
Profanity0.2263305
Threat0.18281023
Severe Toxicity0.030523606
Moderate 0.52139956 Moderate Con 0.411 Identity Attack
Dec 10, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Harper filled canada up with the garbage politicians and garbage laws used by trudeau and carney. China took over and then conservatives switched to turbins and dont rock the boat.
Harper filled canada up with the garbage politicians and garbage laws used by trudeau and carney. China took over and then conservatives switched to turbins and dont rock the boat.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.14661247
Insult0.5723624
Profanity0.07967158
Threat0.0073918556
Severe Toxicity0.017158391
Moderate 0.52139956 Low Con 0.219 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
what are you looking native indians in canada wht ain talking about damt native indians of canada
what are you looking native indians in canada wht ain talking about damt native indians of canada
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4911651
Insult0.46173862
Profanity0.4242778
Threat0.016120117
Severe Toxicity0.12282934
Moderate 0.52139956 Low Con 0.216 Question
Jan 28, 2026 Inside Canada's Indian Invasion...
Go figure how about that shitskins with 5000 years of perfected CORRUPTION do it again jeez who would of thought
Go figure how about that shitskins with 5000 years of perfected CORRUPTION do it again jeez who would of thought
IRCC Names India in Study Permit Fraud | … · 49: Cluster #48
Close reading → Video sentiment →
Identity Attack0.23163283
Insult0.48313886
Profanity0.5013569
Threat0.03407705
Severe Toxicity0.16960317
Moderate 0.52139956 Low Con 0.116
Sep 30, 2025 IRCC Names India in Study …
What the hell are you talking about, half the students can't even speak English.
What the hell are you talking about, half the students can't even speak English.
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0376521
Insult0.29383746
Profanity0.5013569
Threat0.009437286
Severe Toxicity0.02430326
Moderate 0.52139956 Low Con 0.202 Fear_Threat
Jan 19, 2026 18 likes Why Canada’s immigration system has …
It's the poop eating for me 🤣🤣
It's the poop eating for me 🤣🤣
Inside Canada's Indian Invasion... · 63: Cluster #62
Close reading → Discourse → Video sentiment →
Identity Attack0.023193322
Insult0.20901857
Profanity0.44431314
Threat0.016465442
Severe Toxicity0.02604016
Moderate 0.52139956 Moderate Con 0.349 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This makes me sick!! It has gone too far!!! The government needs to give their heads a shake and STOP immigration immediately!!!!! NO MORE!!!! Taxpayers are sick and tired of supporting these users!!!!!
This makes me sick!! It has gone too far!!! The government needs to give their heads a shake and STOP immigration immediately!!!!! NO MORE!!!! Taxpayers are sick and tired of supporting these users!!!!!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2781757
Insult0.5208188
Profanity0.080318145
Threat0.025098583
Severe Toxicity0.023076924
Moderate 0.52139956 Moderate Con 0.354 Insult Policy_Critique
Aug 27, 2025 Why Canadians Are Turning Against …
8:35 nothing but hate hate hate. How can you sign up and drive uber without driver’s license? Old man is out of his mind.
8:35 nothing but hate hate hate. How can you sign up and drive uber without driver’s license? Old man is out of his mind.
Inside Canada's Indian Metropolis (Brampton) · 269: Cluster #268
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.48484445
Profanity0.10023434
Threat0.013113883
Severe Toxicity0.022710243
Moderate 0.52139956 Moderate Con 0.382
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
We even do here honor killing!!!!
We even do here honor killing!!!!
Why Canadians Are Turning Against Immigrants. · 111: Cluster #110
Close reading → Discourse → Video sentiment →
Identity Attack0.047190998
Insult0.09270445
Profanity0.19893537
Threat0.5487409
Severe Toxicity0.16960317
Moderate 0.52139956 Low Con 0.262 Threat Fear_Threat
Oct 1, 2025 Why Canadians Are Turning Against …
SADLY CANADA IS GETTTING EXACTLY WHAT THEY DESERVE THIS IS JUST THE BEGINING RIGHT NOW IF WE WAKE UP WE COULD CHANGE IT ALL TAKE A DAM PEN PICK UP YOUR DAM PHONE WALK TO …
SADLY CANADA IS GETTTING EXACTLY WHAT THEY DESERVE THIS IS JUST THE BEGINING RIGHT NOW IF WE WAKE UP WE COULD CHANGE IT ALL TAKE A DAM PEN PICK UP YOUR DAM PHONE WALK TO YOUR MP AND MLA GET OUT OF YOUR SYNICAL PESSIMISTIC SELFISH MODE AND WORK TO CHANGE THINGS PRICE OF FREEDOM IS ETERNAL VIGILANCE JUST FANCY WORDS ? CALL YOUR APATHY WHAT IT IS SIN. LAZINESS SHUT DOWN WOKE PATHETIC LEFT WING SOCIALIST/COMMUNIST MEDIA LIKE CBC ETC. OR SUFFER AND SHUT UP
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.23239216
Insult0.5393265
Profanity0.32965264
Threat0.13815513
Severe Toxicity0.05832097
Moderate 0.52139956 Moderate Con 0.33 Insult
Aug 26, 2025 Why Canadians Are Turning Against …
How does someone from India come to America and buy a Mercedes travel van with no plates and get to drive around just fine meanwhile I’m getting pulled over for stopping to early at a …
How does someone from India come to America and buy a Mercedes travel van with no plates and get to drive around just fine meanwhile I’m getting pulled over for stopping to early at a stop sign! Our own police let these mfs do whatever they want and steal to high hell
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.47384647
Profanity0.41081807
Threat0.06561559
Severe Toxicity0.14126498
Moderate 0.52139956 Moderate Con 0.384
Jan 27, 2026 Inside Canada's Indian Invasion...
I always feel bad for the assimilated immigrants. Imagine you leave your country because the culture is dump garbage in neighbors yard, so you figure you will just move to a place that fits your …
I always feel bad for the assimilated immigrants. Imagine you leave your country because the culture is dump garbage in neighbors yard, so you figure you will just move to a place that fits your idea more and then they f-king follow you to whatever country you go... I left USA to get away from commie patriots who think they are capitalist, now the Alt-left who identifies as right-wing is here too... might move to India once all the Indians left. 🤣
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.47787863
Profanity0.43554106
Threat0.023026628
Severe Toxicity0.16960317
Moderate 0.52139956 Moderate Con 0.364 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Why tf would the municipal government allow those ugly statues of false gods?
Why tf would the municipal government allow those ugly statues of false gods?
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.26833034
Insult0.4302003
Profanity0.47191826
Threat0.011560392
Severe Toxicity0.027833538
Moderate 0.52139956 Low Con 0.197 Moral_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
SHAMELESS PROPAGANDA LIAR WILL NOT SAY THAT THE OVERALL WELFARE SPENDING ON REFUGEES IS WAY MORE THAN ON CANADIAN CITIZENS.....
SHAMELESS PROPAGANDA LIAR WILL NOT SAY THAT THE OVERALL WELFARE SPENDING ON REFUGEES IS WAY MORE THAN ON CANADIAN CITIZENS.....
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.13591312
Insult0.5739874
Profanity0.051431753
Threat0.008285114
Severe Toxicity0.016771052
Moderate 0.52139956 Low Con 0.172 Insult
Apr 14, 2019 How much do refugees and …
after this video i'm unsubscribing this video gave me bad & racist vibes
after this video i'm unsubscribing this video gave me bad & racist vibes
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.31892163
Insult0.2659317
Profanity0.2317999
Threat0.064969026
Severe Toxicity0.026936848
Moderate 0.52139956 Moderate Con 0.4 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Is this guy nick Shirleys cousin? They are both totall spastic racist content farmers
Is this guy nick Shirleys cousin? They are both totall spastic racist content farmers
Inside Canada's Indian Invasion... · 46: Cluster #45
Close reading → Discourse → Video sentiment →
Identity Attack0.2823795
Insult0.5497792
Profanity0.14578357
Threat0.009074804
Severe Toxicity0.023076924
Moderate 0.52139956 Low Con 0.19 Insult Meta_Commentary
Jan 28, 2026 2 likes 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.