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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 1151 of 1230
Please respond to vince
Please respond to vince
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0035147965
Insult0.008025879
Profanity0.014942379
Threat0.008026198
Severe Toxicity0.001206398
Low Tox 0.015267765 Moderate Con 0.34 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Still 45k too much…
Still 45k too much…
Quebec Ends Economic Immigration Program | Your Morning · 37: Cluster #36
Close reading → Discourse → Video sentiment →
Identity Attack0.0027193425
Insult0.00808288
Profanity0.012892825
Threat0.0076637166
Severe Toxicity0.001039505
Low Tox 0.015267765 Moderate Con 0.348 Policy_Critique
Dec 6, 2025 Quebec Ends Economic Immigration Program …
Security is first priority
Security is first priority
Canadian immigration officers investigating hundreds identified by extortion … · 107: Cluster #106
Close reading → Discourse → Video sentiment →
Identity Attack0.00362579
Insult0.0075888764
Profanity0.012141321
Threat0.007521313
Severe Toxicity0.0010490417
Low Tox 0.015267765 Moderate Con 0.312 Fear_Threat
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Yeah Rica, is the "food" worth it?
Yeah Rica, is the "food" worth it?
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0018591423
Insult0.009279887
Profanity0.011560614
Threat0.0062396824
Severe Toxicity0.0006866455
Low Tox 0.015267765 Moderate Con 0.342 Humor_Satire
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Finally realizing this?
Finally realizing this?
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0022661188
Insult0.007892879
Profanity0.012687869
Threat0.007573096
Severe Toxicity0.0010108948
Low Tox 0.015267765 Moderate Con 0.329
Jun 18, 2025 7 likes How Canada broke its immigration …
Check out Surrey and Abbotsford
Check out Surrey and Abbotsford
Inside Canada's Indian Metropolis (Brampton) · 133: Cluster #132
Close reading → Discourse → Video sentiment →
Identity Attack0.0039772694
Insult0.008899884
Profanity0.012858666
Threat0.0076119336
Severe Toxicity0.001001358
Low Tox 0.015267765 Low Con 0.273 Comparative_Framing
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Look in to the real estate agents. They are integral
Look in to the real estate agents. They are integral
Inside Canada's Indian Invasion... · 94: Cluster #93
Close reading → Discourse → Video sentiment →
Identity Attack0.0037922803
Insult0.009868891
Profanity0.012482914
Threat0.0067445673
Severe Toxicity0.0008916855
Low Tox 0.015267765 Moderate Con 0.341 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Surprised?
Surprised?
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.002293867
Insult0.008709883
Profanity0.0127903465
Threat0.0067057298
Severe Toxicity0.0008773804
Low Tox 0.015204934 Moderate Con 0.42
Feb 22, 2026 Canadian immigration officers investigating hundreds …
@TylerOliveria investigate Texas we are next.
@TylerOliveria investigate Texas we are next.
Inside Canada's Indian Invasion... · 114: Cluster #113
Close reading → Video sentiment →
Identity Attack0.0046987277
Insult0.007778878
Profanity0.010979908
Threat0.0077284453
Severe Toxicity0.0009012222
Low Tox 0.015204934 Low Con 0.272
Jan 27, 2026 Inside Canada's Indian Invasion...
🎉🎉
🎉🎉
Quebec Ends Economic Immigration Program | Your Morning
Close reading → Video sentiment →
Identity Attack0.0030708222
Insult0.008386881
Profanity0.017436003
Threat0.0077154995
Severe Toxicity0.0016212463
Low Tox 0.015204934 Moderate Con 0.469
Nov 20, 2025 Quebec Ends Economic Immigration Program …
DOUBLE IT IN 2026
DOUBLE IT IN 2026
Deportations From Canada at Their Highest Level in … · 2: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.0027748393
Insult0.007968879
Profanity0.012926984
Threat0.00789674
Severe Toxicity0.001411438
Low Tox 0.015204934 Low Con 0.217 Call_To_Action
Jan 22, 2026 Deportations From Canada at Their …
Hi I gave my test today 16 June . I scored 17/20 . My results are unofficial. I have watched this video several times some questions were from this video but most of the questions …
Hi I gave my test today 16 June . I scored 17/20 . My results are unofficial. I have watched this video several times some questions were from this video but most of the questions were very tricky some were like out of the source what I have studied. I suggest please read discover canada book and then watch this video.
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Discourse → Video sentiment →
Identity Attack0.0043657473
Insult0.008709883
Profanity0.013268576
Threat0.0072882893
Severe Toxicity0.0009393692
Low Tox 0.015204934 Constructive 0.735 Personal_Narrative
Jun 17, 2025 5 likes Canadian Citizenship Test 2025 – …
Didnt Doug Saunders retire years ago & Globe & Mail shut down?
Didnt Doug Saunders retire years ago & Globe & Mail shut down?
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0012579272
Insult0.010096892
Profanity0.010313802
Threat0.0062979385
Severe Toxicity0.0005054474
Low Tox 0.015204934 Low Con 0.29 Question
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
I had to wait 14 months to get diagnosed with PPMS and I had to wait 8month for my MRI and that was with the neurologist putting urgent on the MRI he requested.
I had to wait 14 months to get diagnosed with PPMS and I had to wait 8month for my MRI and that was with the neurologist putting urgent on the MRI he requested.
Why Canadians Are Turning Against Immigrants. · 91: Cluster #90
Close reading → Video sentiment →
Identity Attack0.0030523231
Insult0.008519882
Profanity0.010809111
Threat0.0066733654
Severe Toxicity0.0007724762
Low Tox 0.015204934 Constructive 0.664
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
Same thing with medical diplomas apparently
Same thing with medical diplomas apparently
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.003903274
Insult0.0086718835
Profanity0.012995303
Threat0.006427396
Severe Toxicity0.00081062317
Low Tox 0.015204934 Low Con 0.26 Policy_Critique
Oct 1, 2025 1 likes IRCC Names India in Study …
Well done man.
Well done man.
Why Canadians Are Turning Against Immigrants. · 24: Cluster #23
Close reading → Video sentiment →
Identity Attack0.0029783275
Insult0.008880884
Profanity0.013610168
Threat0.007754337
Severe Toxicity0.0011634827
Low Tox 0.015204934 Moderate Con 0.444
Aug 26, 2025 Why Canadians Are Turning Against …
W
W
Inside Canada's Indian Invasion...
Close reading → Video sentiment →
Identity Attack0.0032373124
Insult0.008557882
Profanity0.017504321
Threat0.0073918556
Severe Toxicity0.0015354156
Low Tox 0.015204934 Moderate Con 0.439
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
This is happening across ALL of Canada. 🇨🇦 🇮🇳
This is happening across ALL of Canada. 🇨🇦 🇮🇳
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.006030651
Insult0.0074368757
Profanity0.009733095
Threat0.007068211
Severe Toxicity0.0009441376
Low Tox 0.015204934 Moderate Con 0.379 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Find them at Walmart, Tim Hortons and any government subsidized company.
Find them at Walmart, Tim Hortons and any government subsidized company.
IRCC Names India in Study Permit Fraud | … · 181: Cluster #180
Close reading → Video sentiment →
Identity Attack0.0020441315
Insult0.009678889
Profanity0.010706633
Threat0.007029374
Severe Toxicity0.00067710876
Low Tox 0.015204934 Low Con 0.261
Sep 28, 2025 157 likes IRCC Names India in Study …
W
W
Inside Canada's Indian Invasion...
Close reading → Video sentiment →
Identity Attack0.0032373124
Insult0.008557882
Profanity0.017504321
Threat0.0073918556
Severe Toxicity0.0015354156
Low Tox 0.015204934 Moderate Con 0.432
Jan 27, 2026 Inside Canada's Indian Invasion...
Jajajaja. El "mejor país del mundo"
Jajajaja. El "mejor país del mundo"
Inside Canada's Indian Invasion... · 48: Cluster #47
Close reading → Discourse → Video sentiment →
Identity Attack0.0057346676
Insult0.009906891
Profanity0.012448754
Threat0.0054030623
Severe Toxicity0.0009775162
Low Tox 0.015204934 Low Con 0.242 Humor_Satire
Feb 24, 2026 Inside Canada's Indian Invasion...
Its in the millions not the hundreds
Its in the millions not the hundreds
Canadian immigration officers investigating hundreds identified by extortion … · 37: Cluster #36
Close reading → Discourse → Video sentiment →
Identity Attack0.0036627878
Insult0.00815888
Profanity0.013951761
Threat0.007417747
Severe Toxicity0.0010204315
Low Tox 0.015204934 Low Con 0.157 Unverified_Claim
Feb 18, 2026 1 likes Canadian immigration officers investigating hundreds …
Just go Tim Hortons
Just go Tim Hortons
IRCC Names India in Study Permit Fraud | … · 75: Cluster #74
Close reading → Video sentiment →
Identity Attack0.0027563404
Insult0.009127886
Profanity0.013644327
Threat0.0074824756
Severe Toxicity0.0010538101
Low Tox 0.015204934 Low Con 0.296
Nov 9, 2025 1 likes IRCC Names India in Study …
Big Changes this year for Canadians
Big Changes this year for Canadians
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.008102531
Insult0.00821588
Profanity0.01086035
Threat0.0068869707
Severe Toxicity0.0009059906
Low Tox 0.015204934 Low Con 0.274 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
CANADA VERY BUTIFUL SAAR
CANADA VERY BUTIFUL SAAR
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.005660672
Insult0.009260887
Profanity0.015181494
Threat0.007081157
Severe Toxicity0.001783371
Low Tox 0.015204934 Moderate Con 0.308 Humor_Satire
Feb 26, 2026 1 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.