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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 1165 of 1230
Wow ❤❤❤
Wow ❤❤❤
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0029598286
Insult0.007949878
Profanity0.015864678
Threat0.006925808
Severe Toxicity0.0015735626
Low Tox 0.013508516 Constructive 0.516
Jan 27, 2026 Inside Canada's Indian Invasion...
Replacement theory happening as we speak. Alberta independence.
Replacement theory happening as we speak. Alberta independence.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0032003147
Insult0.009146886
Profanity0.009178007
Threat0.0060778605
Severe Toxicity0.0005722046
Low Tox 0.013508516 Low Con 0.224
Nov 21, 2025 1 likes Thousands of refugees allowed into …
Roxham road in quebec closed yet? Who is carrying the luggage? Who is paying the hotel bill?
Roxham road in quebec closed yet? Who is carrying the luggage? Who is paying the hotel bill?
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0022846176
Insult0.0084818825
Profanity0.009681856
Threat0.006420923
Severe Toxicity0.00069618225
Low Tox 0.013508516 Moderate Con 0.312
Dec 29, 2025 Deportations From Canada at Their …
Good!
Good!
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.002830336
Insult0.007949878
Profanity0.013473531
Threat0.0072235605
Severe Toxicity0.0010681152
Low Tox 0.013508516 Moderate Con 0.481
Dec 25, 2025 1 likes Deportations From Canada at Their …
Sounds like it was sponsored by the Conservative Party of Canada
Sounds like it was sponsored by the Conservative Party of Canada
How Canada broke its immigration system · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.0048837173
Insult0.008500882
Profanity0.010160086
Threat0.0061814263
Severe Toxicity0.0006580353
Low Tox 0.013508516 Low Con 0.222
Jul 6, 2025 1 likes How Canada broke its immigration …
COME TO ALBERTA!! keep posting
COME TO ALBERTA!! keep posting
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0035702933
Insult0.008253881
Profanity0.01173141
Threat0.0069387536
Severe Toxicity0.0010204315
Low Tox 0.013508516 Low Con 0.277 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
I didn’t even know this was a thing? Thanks for the investigation man!
I didn’t even know this was a thing? Thanks for the investigation man!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0017573982
Insult0.008652883
Profanity0.011577694
Threat0.0067251488
Severe Toxicity0.00066280365
Low Tox 0.013508516 Moderate Con 0.454 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
It certainly feels this way at times...
It certainly feels this way at times...
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0024418586
Insult0.0077598775
Profanity0.0127561875
Threat0.006977591
Severe Toxicity0.00084877014
Low Tox 0.013508516 Moderate Con 0.378
Jun 19, 2025 1 likes How Canada broke its immigration …
Surrey a city outside Vancouver it’s similar to Brampton
Surrey a city outside Vancouver it’s similar to Brampton
Inside Canada's Indian Metropolis (Brampton) · 186: Cluster #185
Close reading → Video sentiment →
Identity Attack0.0042177555
Insult0.008557882
Profanity0.010552917
Threat0.006492125
Severe Toxicity0.00077724457
Low Tox 0.013508516 Moderate Con 0.309
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The best interview I have watched in the year 2026. The guy really knows his stuff.
The best interview I have watched in the year 2026. The guy really knows his stuff.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.002552852
Insult0.008652883
Profanity0.013644327
Threat0.0072365063
Severe Toxicity0.0009536743
Low Tox 0.013508516 Moderate Con 0.386 Meta_Commentary
Feb 24, 2026 LILLEY UNLEASHED: The fall of …
Good!
Good!
Quebec Ends Economic Immigration Program | Your Morning · 24: Cluster #23
Close reading → Video sentiment →
Identity Attack0.002830336
Insult0.007949878
Profanity0.013473531
Threat0.0072235605
Severe Toxicity0.0010681152
Low Tox 0.013508516 Moderate Con 0.478
Nov 27, 2025 Quebec Ends Economic Immigration Program …
Good!
Good!
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.002830336
Insult0.007949878
Profanity0.013473531
Threat0.0072235605
Severe Toxicity0.0010681152
Low Tox 0.013508516 Moderate Con 0.478
Dec 23, 2025 5 likes Deportations From Canada at Their …
Next come to the West Coast Brampton AKA Surrey, BC.
Next come to the West Coast Brampton AKA Surrey, BC.
Inside Canada's Indian Invasion... · 133: Cluster #132
Close reading → Discourse → Video sentiment →
Identity Attack0.0039957687
Insult0.008044879
Profanity0.01127026
Threat0.007197669
Severe Toxicity0.001115799
Low Tox 0.013445686 Low Con 0.279 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
+1
+1
Inside Canada's Indian Invasion...
Close reading → Video sentiment →
Identity Attack0.0038107792
Insult0.007778878
Profanity0.016172111
Threat0.008013252
Severe Toxicity0.0015068054
Low Tox 0.013445686 Moderate Con 0.392
Jan 27, 2026 Inside Canada's Indian Invasion...
Oooooooooo. Big tax savings. 😅
Oooooooooo. Big tax savings. 😅
Canada’s new rules in 2026 · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.0015076627
Insult0.008956885
Profanity0.010996987
Threat0.0060196044
Severe Toxicity0.0007534027
Low Tox 0.013445686 Moderate Con 0.325 Humor_Satire
Jan 12, 2026 Canada’s new rules in 2026
I just wrote my test. Score 20.
I just wrote my test. Score 20.
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.0026823445
Insult0.0075128763
Profanity0.013234417
Threat0.008000307
Severe Toxicity0.001115799
Low Tox 0.013445686 Moderate Con 0.473 Meta_Commentary
Oct 23, 2025 2 likes Canadian Citizenship Test 2025 – …
$50,000 yes please.
$50,000 yes please.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0027563404
Insult0.0072658747
Profanity0.0137468055
Threat0.007417747
Severe Toxicity0.0011205673
Low Tox 0.013445686 Moderate Con 0.444
Dec 2, 2018 How much do refugees and …
Thanks so much, I only studied the first 150 questions and passed with 18\\20
Thanks so much, I only studied the first 150 questions and passed with 18\\20
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Video sentiment →
Identity Attack0.0039402717
Insult0.008006879
Profanity0.0138151245
Threat0.0074565844
Severe Toxicity0.0010442734
Low Tox 0.013445686 Constructive 0.546
Aug 25, 2025 3 likes Canadian Citizenship Test 2025 – …
Not just Canada its new zealand as well
Not just Canada its new zealand as well
Inside Canada's Indian Invasion... · 335: Cluster #334
Close reading → Discourse → Video sentiment →
Identity Attack0.006289636
Insult0.008044879
Profanity0.01173141
Threat0.0067769317
Severe Toxicity0.0009012222
Low Tox 0.013445686 Low Con 0.248 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Trudeau’s legacy
Trudeau’s legacy
IRCC Names India in Study Permit Fraud | … · 142: Cluster #141
Close reading → Discourse → Video sentiment →
Identity Attack0.003366805
Insult0.009089886
Profanity0.01086035
Threat0.0062785195
Severe Toxicity0.0008010864
Low Tox 0.013445686 Low Con 0.268 Policy_Critique
Oct 5, 2025 IRCC Names India in Study …
8 hour hospital wait? Where so I can move there?! I waited 12 hours. A friend of mine 15...
8 hour hospital wait? Where so I can move there?! I waited 12 hours. A friend of mine 15...
Why Canadians Are Turning Against Immigrants. · 91: Cluster #90
Close reading → Discourse → Video sentiment →
Identity Attack0.0017019014
Insult0.007778878
Profanity0.010996987
Threat0.0066151097
Severe Toxicity0.00071525574
Low Tox 0.013445686 Constructive 0.546 Humor_Satire
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
Why bother? The USA has become unwelcoming. Treating everyone like a potential trouble.
Why bother? The USA has become unwelcoming. Treating everyone like a potential trouble.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.002272109
Insult0.0040747444
Profanity0.00008451354
Threat0.00023837983
Severe Toxicity0.000003358203
Low Tox 0.013403489
Dec 12, 2025
LOL you act like this is the only country that does something like this
LOL you act like this is the only country that does something like this
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0015435877
Insult0.0050142864
Profanity0.000119839344
Threat0.00011751879
Severe Toxicity0.0000029770179
Low Tox 0.013396662 Humor_Satire
Dec 8, 2025 9 likes
Padjeet incoming !😂
Padjeet incoming !😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0014706649
Insult0.013326911
Profanity0.017094411
Threat0.006051969
Severe Toxicity0.0017738342
Low Tox 0.013382856 Moderate Con 0.323 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Even if CBSA check Three racing cars, 3 tim Hortons and 3 public transport buses a day they could have found at least 15 people without status in Canada
Even if CBSA check Three racing cars, 3 tim Hortons and 3 public transport buses a day they could have found at least 15 people without status in Canada
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0040512653
Insult0.008766884
Profanity0.008862034
Threat0.0060908063
Severe Toxicity0.00057935715
Low Tox 0.013382856 Moderate Con 0.395
Sep 27, 2025 20 likes IRCC Names India in Study …
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.