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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 1061 of 1230
Might want to keep looking
Might want to keep looking
Canadian immigration officers investigating hundreds identified by extortion … · 78: Cluster #77
Close reading → Discourse → Video sentiment →
Identity Attack0.004439743
Insult0.011920903
Profanity0.017299367
Threat0.009100696
Severe Toxicity0.00166893
Low Tox 0.02638162 Moderate Con 0.363 Meta_Commentary
Feb 18, 2026 Canadian immigration officers investigating hundreds …
The government can easily verify this by carrying out a secret operation and sending undercover agents to live with them for soemtime
The government can easily verify this by carrying out a secret operation and sending undercover agents to live with them for soemtime
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0032928092
Insult0.010780896
Profanity0.012995303
Threat0.009281937
Severe Toxicity0.0009822845
Low Tox 0.02638162 Low Con 0.183 Policy_Critique
Feb 24, 2026 2 likes 'We do know that there's …
Bramladesh at its finest! 👳🏾‍♂️👳🏿‍♂️
Bramladesh at its finest! 👳🏾‍♂️👳🏿‍♂️
Inside Canada's Indian Invasion... · 206: Cluster #205
Close reading → Discourse → Video sentiment →
Identity Attack0.0102854045
Insult0.013896915
Profanity0.020100424
Threat0.0084793
Severe Toxicity0.0029754639
Low Tox 0.02638162 Moderate Con 0.379 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Look at Surrey and Brampton Do they look like Canada
Look at Surrey and Brampton Do they look like Canada
Why Canadians Are Turning Against Immigrants. · 39: Cluster #38
Close reading → Discourse → Video sentiment →
Identity Attack0.014852738
Insult0.012034904
Profanity0.010621235
Threat0.006550381
Severe Toxicity0.0011968613
Low Tox 0.02638162 Low Con 0.213 Identity_Assertion
Aug 25, 2025 Why Canadians Are Turning Against …
With Ai on the horizon about to delete many jobs, I wonder how they expect these people to get work.
With Ai on the horizon about to delete many jobs, I wonder how they expect these people to get work.
IRCC Names India in Study Permit Fraud | … · 104: Cluster #103
Close reading → Video sentiment →
Identity Attack0.0034962974
Insult0.010590895
Profanity0.010723713
Threat0.009023022
Severe Toxicity0.001001358
Low Tox 0.02638162 Moderate Con 0.398
Oct 4, 2025 IRCC Names India in Study …
THEY WORK!! and they WORK HARD! let's not ignore this fact.
THEY WORK!! and they WORK HARD! let's not ignore this fact.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0022198714
Insult0.013402912
Profanity0.011423977
Threat0.00636914
Severe Toxicity0.00077724457
Low Tox 0.02638162 Moderate Con 0.413 Solidarity
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
😢😢😢
😢😢😢
Inside Canada's Indian Metropolis (Brampton)
Close reading → Video sentiment →
Identity Attack0.00310782
Insult0.010096892
Profanity0.02023706
Threat0.00746953
Severe Toxicity0.002632141
Low Tox 0.02638162 Moderate Con 0.466
Nov 4, 2025 Inside Canada's Indian Metropolis (Brampton)
The national school food program is definitely worthwhile. There’s a lot of children out there whose parents are short on time and cash to provide proper nutrition. It’s a terrible sad thing we should consider …
The national school food program is definitely worthwhile. There’s a lot of children out there whose parents are short on time and cash to provide proper nutrition. It’s a terrible sad thing we should consider bringing back home economics into the classroom.
Canada’s new rules in 2026 · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.0032928092
Insult0.013896915
Profanity0.010757872
Threat0.006084333
Severe Toxicity0.0006914139
Low Tox 0.02638162 Constructive 0.613 Moral_Argument
Jan 22, 2026 Canada’s new rules in 2026
Brampton should declare independence!
Brampton should declare independence!
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.006178642
Insult0.010590895
Profanity0.012277958
Threat0.008531082
Severe Toxicity0.0012588501
Low Tox 0.02638162 Low Con 0.191 Humor_Satire
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
She asks why they’re coming here?really.
She asks why they’re coming here?really.
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0070665907
Insult0.010362893
Profanity0.014122557
Threat0.006576272
Severe Toxicity0.0010919571
Low Tox 0.02638162 Low Con 0.297 Question
Feb 24, 2026 4 likes 'We do know that there's …
BASICALLY A FREEEEE RIDE
BASICALLY A FREEEEE RIDE
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0027193425
Insult0.010780896
Profanity0.016411226
Threat0.0073918556
Severe Toxicity0.001745224
Low Tox 0.02638162 Low Con 0.284
Feb 8, 2019 How much do refugees and …
I miss our country 😢
I miss our country 😢
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.009619443
Insult0.009545889
Profanity0.014669105
Threat0.0076119336
Severe Toxicity0.0016880035
Low Tox 0.02638162 Moderate Con 0.489
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Its too late now
Its too late now
Inside Canada's Indian Metropolis (Brampton) · 381: Cluster #380
Close reading → Discourse → Video sentiment →
Identity Attack0.0038292783
Insult0.010590895
Profanity0.017436003
Threat0.008919456
Severe Toxicity0.0015735626
Low Tox 0.02638162 Moderate Con 0.348 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Diversity is our strength
Diversity is our strength
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.012139536
Insult0.009279887
Profanity0.016752819
Threat0.008414571
Severe Toxicity0.0018882751
Low Tox 0.02638162 Moderate Con 0.336 Solidarity
Feb 22, 2026 Canadian immigration officers investigating hundreds …
"Greatest country in the world." Yeah bud sure.
"Greatest country in the world." Yeah bud sure.
Inside Canada's Indian Invasion... · 48: Cluster #47
Close reading → Discourse → Video sentiment →
Identity Attack0.005253696
Insult0.013288911
Profanity0.012995303
Threat0.006485652
Severe Toxicity0.001077652
Low Tox 0.02638162 Low Con 0.2 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
380 million dollars that could have been given out to Canadians as disability cheques to sit and comment on here.
380 million dollars that could have been given out to Canadians as disability cheques to sit and comment on here.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.008324518
Insult0.013706914
Profanity0.009784333
Threat0.0061878995
Severe Toxicity0.00091552734
Low Tox 0.02638162 Moderate Con 0.332 Economic_Argument
Dec 24, 2025 Deportations From Canada at Their …
I nominate bicycle guy for mayor.
I nominate bicycle guy for mayor.
Inside Canada's Indian Invasion... · 132: Cluster #131
Close reading → Discourse → Video sentiment →
Identity Attack0.004384246
Insult0.014086916
Profanity0.0127903465
Threat0.007197669
Severe Toxicity0.0010824203
Low Tox 0.02638162 Moderate Con 0.339 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
It was done on purpose.
It was done on purpose.
How Canada broke its immigration system · 97: Cluster #96
Close reading → Video sentiment →
Identity Attack0.0024973555
Insult0.010970897
Profanity0.013951761
Threat0.0073789097
Severe Toxicity0.0010347366
Low Tox 0.02638162 Low Con 0.227
Jul 21, 2025 1 likes How Canada broke its immigration …
I stayed in an airb&b recently where two of the residents were fresh from India and somehow in the military in Trenton and Quebec. Make it make sense
I stayed in an airb&b recently where two of the residents were fresh from India and somehow in the military in Trenton and Quebec. Make it make sense
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.012240025
Insult0.0114269
Profanity0.011560614
Threat0.0070034824
Severe Toxicity0.0011062622
Low Tox 0.02638162 Moderate Con 0.491 Question
Mar 3, 2026 Inside Canada's Indian Invasion...
There NO 💲💲💲
There NO 💲💲💲
Quebec Ends Economic Immigration Program | Your Morning · 68: Cluster #67
Close reading → Discourse → Video sentiment →
Identity Attack0.0035147965
Insult0.011084898
Profanity0.015420608
Threat0.006861079
Severe Toxicity0.0014400482
Low Tox 0.02638162 Low Con 0.218 Meta_Commentary
Nov 22, 2025 Quebec Ends Economic Immigration Program …
The Sun stopped demanding open cookies. Great!
The Sun stopped demanding open cookies. Great!
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.00362579
Insult0.012566907
Profanity0.0118680475
Threat0.006874025
Severe Toxicity0.0010204315
Low Tox 0.02638162 Low Con 0.27 Meta_Commentary
Feb 23, 2026 LILLEY UNLEASHED: The fall of …
That's what exactly globalization is! West got rich because of globalization so they must accept all accepts of it.
That's what exactly globalization is! West got rich because of globalization so they must accept all accepts of it.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.010063417
Insult0.011122898
Profanity0.013405213
Threat0.006757513
Severe Toxicity0.0010919571
Low Tox 0.02638162 Low Con 0.285
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Very simple,stay away from america. Its not that hard.
Very simple,stay away from america. Its not that hard.
· 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.0066920076
Insult0.005233958
Profanity0.000050042214
Threat0.0013771567
Severe Toxicity0.0000050033227
Low Tox 0.026341034
Jan 3, 2026
WE HAVE A LOT OF ISSUES AND CONCERNS TO FIX AND ADDRESS IN OUR COUNTRY, INFLATION, LOTS OF PROTEST STRIKES, AND MORE, CANADIAN FIRST, CANADIAN ECONOMY, IMMIGRATION MUST CHANGE ASAP,
WE HAVE A LOT OF ISSUES AND CONCERNS TO FIX AND ADDRESS IN OUR COUNTRY, INFLATION, LOTS OF PROTEST STRIKES, AND MORE, CANADIAN FIRST, CANADIAN ECONOMY, IMMIGRATION MUST CHANGE ASAP,
IRCC Names India in Study Permit Fraud | … · 15: Cluster #14
Close reading → Video sentiment →
Identity Attack0.012541492
Insult0.0103248935
Profanity0.009195087
Threat0.0067963502
Severe Toxicity0.0011587143
Low Tox 0.026263772 Moderate Con 0.401
Oct 17, 2025 IRCC Names India in Study …
Lol....really,it's about time 😊
Lol....really,it's about time 😊
Canadian immigration officers investigating hundreds identified by extortion … · 51: Cluster #50
Close reading → Discourse → Video sentiment →
Identity Attack0.0022013725
Insult0.012148905
Profanity0.016479544
Threat0.0069646453
Severe Toxicity0.0013446808
Low Tox 0.026263772 Moderate Con 0.419 Humor_Satire
Feb 18, 2026 Canadian immigration officers investigating hundreds …
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.