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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 957 of 1230
It’s literally like 90 percent Punjabi with the rest being gujuratis. It’s not really representative of India.
It’s literally like 90 percent Punjabi with the rest being gujuratis. It’s not really representative of India.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.042550452
Insult0.016860934
Profanity0.01941724
Threat0.0069516995
Severe Toxicity0.0018119812
Low Tox 0.045131154 Low Con 0.175
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Millions of people can’t buy food, homes, pay rent or even enjoy their lives. Drowning in debt for basic goods & we have tax payer money being wasted on this committee to potentially locate less …
Millions of people can’t buy food, homes, pay rent or even enjoy their lives. Drowning in debt for basic goods & we have tax payer money being wasted on this committee to potentially locate less than 50,000 people which reflects 0.12% of the population…. This money would have been better used giving low income ppl a random cash bonus 😩
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.003385304
Insult0.020579277
Profanity0.012073003
Threat0.0063432488
Severe Toxicity0.001168251
Low Tox 0.045131154 Moderate Con 0.449
Oct 1, 2025 IRCC Names India in Study …
Wouldn't it be great to have this video on national TV? Oh wait, that's government controlled....FMC
Wouldn't it be great to have this video on national TV? Oh wait, that's government controlled....FMC
Why Canadians Are Turning Against Immigrants. · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.0035517942
Insult0.018323302
Profanity0.020783609
Threat0.007534259
Severe Toxicity0.0018119812
Low Tox 0.044883765 Low Con 0.232 Meta_Commentary
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
We don't need more Walmarts and fastfood/Uber drivers.
We don't need more Walmarts and fastfood/Uber drivers.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.00880549
Insult0.022577424
Profanity0.010313802
Threat0.006194372
Severe Toxicity0.0011348724
Low Tox 0.044883765 Low Con 0.252 Economic_Argument
Dec 27, 2025 1 likes Deportations From Canada at Their …
Tyler you need to look into Fremont California in the Bay Area. Fremont to San Jose then even out to Brentwood/oakley. Same exact thing happening here! I also want to see if there’s university scams …
Tyler you need to look into Fremont California in the Bay Area. Fremont to San Jose then even out to Brentwood/oakley. Same exact thing happening here! I also want to see if there’s university scams as well and possibly day care centers too! Something is going on and no one has done any investigating yet. Please help!!! Thank you for all you do!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0035147965
Insult0.02373764
Profanity0.012995303
Threat0.0064597605
Severe Toxicity0.0010967255
Low Tox 0.044883765 Constructive 0.758 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
America wants to occupy Greenland to encircle Canada
America wants to occupy Greenland to encircle Canada
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.019073274
Insult0.014086916
Profanity0.013507691
Threat0.010343489
Severe Toxicity0.0019931793
Low Tox 0.044883765 Low Con 0.151 Unverified_Claim
Jan 20, 2026 Why Canada’s immigration system has …
Oh wait, doctors and engineers and lawyers! The entitlement in these people😂
Oh wait, doctors and engineers and lawyers! The entitlement in these people😂
IRCC Names India in Study Permit Fraud | … · 311: Cluster #310
Close reading → Discourse → Video sentiment →
Identity Attack0.0052166977
Insult0.018581128
Profanity0.016342908
Threat0.007094103
Severe Toxicity0.0015640259
Low Tox 0.044883765 Low Con 0.21 Humor_Satire
Sep 28, 2025 7 likes IRCC Names India in Study …
why is everyone in canada a great value jordan peterson or Sagar?
why is everyone in canada a great value jordan peterson or Sagar?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.01756594
Insult0.019934712
Profanity0.011133623
Threat0.006194372
Severe Toxicity0.0013828278
Low Tox 0.044883765 Low Con 0.229 Question
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Какой кошмар😢
Какой кошмар😢
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0013411723
Insult0.028171662
Profanity0.07320584
Threat0.005451609
Severe Toxicity0.0012207031
Low Tox 0.044883765 Low Con 0.249 Fear_Threat
Feb 13, 2026 Inside Canada's Indian Invasion...
I live in a town in the UK called Gravesend aka Graves India. It has a huge sikh population and is home to the largest gurdwara in Europe
I live in a town in the UK called Gravesend aka Graves India. It has a huge sikh population and is home to the largest gurdwara in Europe
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.031206898
Insult0.013212911
Profanity0.027000591
Threat0.010576514
Severe Toxicity0.0032806396
Low Tox 0.044883765 Constructive 0.515 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
America wants to occupy Greenland to encircle Canada
America wants to occupy Greenland to encircle Canada
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.019073274
Insult0.014086916
Profanity0.013507691
Threat0.010343489
Severe Toxicity0.0019931793
Low Tox 0.044883765 Low Con 0.154 Unverified_Claim
Jan 20, 2026 Why Canada’s immigration system has …
Way one to go cold country anyway 🇧🇩🇧🇩
Way one to go cold country anyway 🇧🇩🇧🇩
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.009767435
Insult0.014314918
Profanity0.020373698
Threat0.008582866
Severe Toxicity0.0029182434
Low Tox 0.044883765 Low Con 0.281 Humor_Satire
Sep 5, 2025 1 likes Why Canadians Are Turning Against …
FFS...enough is enough!
FFS...enough is enough!
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0032928092
Insult0.016100928
Profanity0.027547138
Threat0.007922632
Severe Toxicity0.0024414062
Low Tox 0.044883765 Low Con 0.297
Nov 21, 2025 11 likes Thousands of refugees allowed into …
Cue all the Brampton jokes. 😊
Cue all the Brampton jokes. 😊
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0050687063
Insult0.021481665
Profanity0.0138151245
Threat0.0071070488
Severe Toxicity0.0013160706
Low Tox 0.044883765 Low Con 0.279 Humor_Satire
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
5:20 😭😭
5:20 😭😭
Inside Canada's Indian Invasion... · 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.0050317086
Insult0.0116169015
Profanity0.033144772
Threat0.00967031
Severe Toxicity0.0049209595
Low Tox 0.044883765 Moderate Con 0.384
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
Japan, take note. This could be you next.
Japan, take note. This could be you next.
Inside Canada's Indian Invasion... · 288: Cluster #287
Close reading → Discourse → Video sentiment →
Identity Attack0.017063495
Insult0.013326911
Profanity0.017504321
Threat0.011819307
Severe Toxicity0.0023651123
Low Tox 0.044883765 Low Con 0.164 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
5:51 - and who will provide the disability? Democrat / liberal policy, which is what this is about. Votes
5:51 - and who will provide the disability? Democrat / liberal policy, which is what this is about. Votes
Inside Canada's Indian Invasion... · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.017163984
Insult0.017420914
Profanity0.011441057
Threat0.006576272
Severe Toxicity0.0011873245
Low Tox 0.044883765 Low Con 0.292
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Thank you liberal government...not
Thank you liberal government...not
Inside Canada's Indian Invasion... · 23: Cluster #22
Close reading → Discourse → Video sentiment →
Identity Attack0.010655383
Insult0.019999169
Profanity0.0128245065
Threat0.006382086
Severe Toxicity0.0012779236
Low Tox 0.044883765 Low Con 0.266 Policy_Critique
Feb 9, 2026 Inside Canada's Indian Invasion...
So nothing to help real Canadian… got it
So nothing to help real Canadian… got it
Canada’s new rules in 2026 · 16: Cluster #15
Close reading → Video sentiment →
Identity Attack0.025806036
Insult0.01625293
Profanity0.010569996
Threat0.0065244893
Severe Toxicity0.0013446808
Low Tox 0.044883765 Moderate Con 0.333
Jan 11, 2026 1 likes Canada’s new rules in 2026
They are not wanted, needed or liked....
They are not wanted, needed or liked....
Inside Canada's Indian Invasion... · 33: Cluster #32
Close reading → Discourse → Video sentiment →
Identity Attack0.005364689
Insult0.017012933
Profanity0.01220964
Threat0.007327127
Severe Toxicity0.0012683868
Low Tox 0.044883765 Low Con 0.272 Identity_Assertion
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
🌈🧬🦄🧬🌈 Even many of the Punjabi people agree it is just way too many in Canada. The Punjabi people are mostly very nice good people though. 🇨🇦✨🇨🇦
🌈🧬🦄🧬🌈 Even many of the Punjabi people agree it is just way too many in Canada. The Punjabi people are mostly very nice good people though. 🇨🇦✨🇨🇦
Inside Canada's Indian Invasion... · 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.04306607
Insult0.015416925
Profanity0.015010698
Threat0.0066798385
Severe Toxicity0.0018978119
Low Tox 0.044883765 Constructive 0.689 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
This should have never been permitted....the change in this country is rapid & shocking!
This should have never been permitted....the change in this country is rapid & shocking!
Inside Canada's Indian Metropolis (Brampton) · 199: Cluster #198
Close reading → Video sentiment →
Identity Attack0.0073255757
Insult0.017163089
Profanity0.011236101
Threat0.006874025
Severe Toxicity0.0011777878
Low Tox 0.044883765 Low Con 0.282
Sep 19, 2025 484 likes Inside Canada's Indian Metropolis (Brampton)
I like the guy on the bike.
I like the guy on the bike.
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0064006294
Insult0.015948927
Profanity0.021125201
Threat0.011767523
Severe Toxicity0.0029182434
Low Tox 0.044883765 Moderate Con 0.426 Solidarity
Jan 28, 2026 Inside Canada's Indian Invasion...
It's the HEGELIAN DIALECTIC....2030 AGENDA of the GLOBALIST. President Trump is stopping it from being implemented in the U.S. Unlike CANADA, where it's being promulgated, encouraged, and financed. I.M.H.O.
It's the HEGELIAN DIALECTIC....2030 AGENDA of the GLOBALIST. President Trump is stopping it from being implemented in the U.S. Unlike CANADA, where it's being promulgated, encouraged, and financed. I.M.H.O.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00984143
Insult0.022448512
Profanity0.011219022
Threat0.0062785195
Severe Toxicity0.0012493134
Low Tox 0.044883765 Moderate Con 0.309
Aug 25, 2025 Why Canadians Are Turning Against …
I learned several years ago during a time of unemployment that our EI centers are not for us, they are for immigrants. Not one service was for me, but if I was an immigrant, the …
I learned several years ago during a time of unemployment that our EI centers are not for us, they are for immigrants. Not one service was for me, but if I was an immigrant, the entire world opens up including lots of financial support, they will even help you open a business. Yet we are the ones paying into it.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.030175667
Insult0.015188923
Profanity0.011406898
Threat0.0061425893
Severe Toxicity0.0011825562
Low Tox 0.044883765 Constructive 0.706
Nov 9, 2019 6 likes How much do refugees and …
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.