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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 1072 of 1230
90 % of them are in Brampton !
90 % of them are in Brampton !
IRCC Names India in Study Permit Fraud | … · 186: Cluster #185
Close reading → Discourse → Video sentiment →
Identity Attack0.008139528
Insult0.011996903
Profanity0.013780965
Threat0.0068869707
Severe Toxicity0.001168251
Low Tox 0.024967449 Low Con 0.286 Unverified_Claim
Sep 29, 2025 IRCC Names India in Study …
No construction, 😮 only drivers .
No construction, 😮 only drivers .
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.00224762
Insult0.01313691
Profanity0.012858666
Threat0.006712203
Severe Toxicity0.0010871887
Low Tox 0.024967449 Low Con 0.234 Economic_Argument
Feb 11, 2026 Inside Canada's Indian Invasion...
That is perfect
That is perfect
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.005253696
Insult0.0096028885
Profanity0.020783609
Threat0.009178371
Severe Toxicity0.0021266937
Low Tox 0.024967449 Moderate Con 0.431
Nov 24, 2025 Quebec Ends Economic Immigration Program …
Maybe mister Torres should go to !
Maybe mister Torres should go to !
Quebec Ends Economic Immigration Program | Your Morning · 55: Cluster #54
Close reading → Discourse → Video sentiment →
Identity Attack0.0024973555
Insult0.013250912
Profanity0.013473531
Threat0.007262398
Severe Toxicity0.0010824203
Low Tox 0.024967449 Low Con 0.257 Meta_Commentary
Nov 24, 2025 Quebec Ends Economic Immigration Program …
🎶 Dare to be a Daniel Dare to stand alone Dare to have porpose true Dare to make it known 🎶
🎶 Dare to be a Daniel Dare to stand alone Dare to have porpose true Dare to make it known 🎶
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.004846719
Insult0.011008898
Profanity0.019280603
Threat0.008065036
Severe Toxicity0.0016212463
Low Tox 0.024967449 Moderate Con 0.31 Meta_Commentary
Aug 25, 2025 Why Canadians Are Turning Against …
Just future liberal voters
Just future liberal voters
Inside Canada's Indian Metropolis (Brampton) · 23: Cluster #22
Close reading → Discourse → Video sentiment →
Identity Attack0.009989422
Insult0.011540901
Profanity0.012277958
Threat0.0068999166
Severe Toxicity0.0011062622
Low Tox 0.024967449 Low Con 0.255 Identity_Assertion
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadian here. We are not divided.
Canadian here. We are not divided.
Canada's tighter immigration policy divides the country • … · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.014149316
Insult0.010210892
Profanity0.010996987
Threat0.006433869
Severe Toxicity0.0009012222
Low Tox 0.024967449 Moderate Con 0.464 Identity_Assertion
Feb 17, 2026 Canada's tighter immigration policy divides …
Wow easy to get into Canada
Wow easy to get into Canada
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.011173353
Insult0.0103248935
Profanity0.011441057
Threat0.00675104
Severe Toxicity0.0011920929
Low Tox 0.024967449 Moderate Con 0.377 Meta_Commentary
Dec 17, 2025 Thousands of refugees allowed into …
Thank you for posting this. Its a serious problem here.
Thank you for posting this. Its a serious problem here.
Inside Canada's Indian Invasion... · 117: Cluster #116
Close reading → Discourse → Video sentiment →
Identity Attack0.0023863618
Insult0.011768902
Profanity0.012107162
Threat0.0065956907
Severe Toxicity0.0008678436
Low Tox 0.024967449 Moderate Con 0.47 Policy_Critique
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
Do texas next
Do texas next
Inside Canada's Indian Invasion... · 114: Cluster #113
Close reading → Discourse → Video sentiment →
Identity Attack0.0074365693
Insult0.010628895
Profanity0.015318131
Threat0.008738215
Severe Toxicity0.0018692017
Low Tox 0.024967449 Moderate Con 0.346 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
OOH.....We must be coming up to a federal election soon
OOH.....We must be coming up to a federal election soon
New rules, regulations take effect across Canada · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.004347248
Insult0.00971689
Profanity0.012892825
Threat0.008556974
Severe Toxicity0.001335144
Low Tox 0.024967449 Low Con 0.265 Meta_Commentary
Jan 30, 2026 New rules, regulations take effect …
just in time when agi is almost rolled out publicly and optimus robots are everywhere to take most jobs
just in time when agi is almost rolled out publicly and optimus robots are everywhere to take most jobs
2.9 million Canadian temporary visas expire in 2025-2026 · 39: Cluster #38
Close reading → Discourse → Video sentiment →
Identity Attack0.004643231
Insult0.011768902
Profanity0.013507691
Threat0.007689608
Severe Toxicity0.0011444092
Low Tox 0.024967449 Low Con 0.136 Fear_Threat
Jan 15, 2026 2.9 million Canadian temporary visas …
from Russia. we're almost there too.
from Russia. we're almost there too.
Inside Canada's Indian Invasion... · 223: Cluster #222
Close reading → Discourse → Video sentiment →
Identity Attack0.012943448
Insult0.009868891
Profanity0.015147334
Threat0.008039144
Severe Toxicity0.001449585
Low Tox 0.024967449 Moderate Con 0.354 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I first heard Brampton called Bramlidesh 20+ years ago.
I first heard Brampton called Bramlidesh 20+ years ago.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008324518
Insult0.011540901
Profanity0.016001316
Threat0.0075083673
Severe Toxicity0.001206398
Low Tox 0.024849601 Moderate Con 0.491 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
What happened in the end????
What happened in the end????
Inside Canada's Indian Invasion... · 309: Cluster #308
Close reading → Discourse → Video sentiment →
Identity Attack0.0024418586
Insult0.008557882
Profanity0.017367685
Threat0.008323951
Severe Toxicity0.0014972687
Low Tox 0.024849601 Moderate Con 0.329 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Unbelievable! Not a single question on the exam came from the 411 questions—I wasted two full days watching the videos three times! Luckily, I studied the Discover Canada book and managed to get 17 questions …
Unbelievable! Not a single question on the exam came from the 411 questions—I wasted two full days watching the videos three times! Luckily, I studied the Discover Canada book and managed to get 17 questions right, just barely passing. Don’t fall for it like I did!
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Video sentiment →
Identity Attack0.0016279058
Insult0.013174911
Profanity0.011423977
Threat0.006136116
Severe Toxicity0.00074863434
Low Tox 0.024849601 Constructive 0.593
Sep 20, 2025 2 likes Canadian Citizenship Test 2025 – …
These are all improvements
These are all improvements
Canada’s new rules in 2026 · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.006363631
Insult0.011008898
Profanity0.019348921
Threat0.0086087575
Severe Toxicity0.0019931793
Low Tox 0.024849601 Low Con 0.295 Solidarity
Feb 1, 2026 Canada’s new rules in 2026
Thank you for covering this. People need to wake up.
Thank you for covering this. People need to wake up.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 45: Cluster #44
Close reading → Discourse → Video sentiment →
Identity Attack0.0024233595
Insult0.012680908
Profanity0.010757872
Threat0.007197669
Severe Toxicity0.000834465
Low Tox 0.024849601 Moderate Con 0.387 Call_To_Action
Feb 26, 2026 37 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
this happens in every country and for centuries, nothing new and yes we can do better to those that comment here, provide support when you can, come up with solutions and do something about rather …
this happens in every country and for centuries, nothing new and yes we can do better to those that comment here, provide support when you can, come up with solutions and do something about rather than complain about it.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.001655654
Insult0.013174911
Profanity0.00998929
Threat0.006039023
Severe Toxicity0.0005245209
Low Tox 0.024849601 Constructive 0.601 Moral_Argument
Feb 18, 2026 1 likes Canadian immigration officers investigating hundreds …
There is another one on the West Coast called Surrey
There is another one on the West Coast called Surrey
Inside Canada's Indian Metropolis (Brampton) · 122: Cluster #121
Close reading → Discourse → Video sentiment →
Identity Attack0.00880549
Insult0.011198899
Profanity0.014976538
Threat0.007793174
Severe Toxicity0.0014686584
Low Tox 0.024849601 Low Con 0.292 Question
Jan 6, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
They're all working in the Maritimes
They're all working in the Maritimes
IRCC Names India in Study Permit Fraud | … · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.009767435
Insult0.011882903
Profanity0.017094411
Threat0.0077802283
Severe Toxicity0.0014877319
Low Tox 0.024849601 Moderate Con 0.332 Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
Ill join canadian I.C.E
Ill join canadian I.C.E
Canadian immigration officers investigating hundreds identified by extortion … · 49: Cluster #48
Close reading → Discourse → Video sentiment →
Identity Attack0.009767435
Insult0.009203887
Profanity0.011714331
Threat0.0100069
Severe Toxicity0.0016021729
Low Tox 0.024849601 Moderate Con 0.36 Call_To_Action
Feb 19, 2026 1 likes Canadian immigration officers investigating hundreds …
All by Liberal design.
All by Liberal design.
Inside Canada's Indian Metropolis (Brampton) · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.0075845607
Insult0.013516913
Profanity0.010962827
Threat0.006543908
Severe Toxicity0.0009250641
Low Tox 0.024849601 Low Con 0.277
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
countries can't survive this, never mind all the debt we have packed on the last ten years.
countries can't survive this, never mind all the debt we have packed on the last ten years.
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.003089321
Insult0.011312899
Profanity0.011219022
Threat0.0065244893
Severe Toxicity0.0007915497
Low Tox 0.024849601 Moderate Con 0.314 Economic_Argument
Jan 19, 2026 96 likes Why Canada’s immigration system has …
where are the projects ? !!!!!!!
where are the projects ? !!!!!!!
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.003089321
Insult0.010058892
Profanity0.013849284
Threat0.006977591
Severe Toxicity0.0014305115
Low Tox 0.024849601 Low Con 0.294 Question
Jan 19, 2026 Why Canada’s immigration system has …
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.