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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 990 of 1230
Everything new is exciting until it's not!
Everything new is exciting until it's not!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0034592997
Insult0.012642908
Profanity0.01846078
Threat0.00899713
Severe Toxicity0.0014400482
Low Tox 0.038048524 Moderate Con 0.33
Jan 27, 2026 Inside Canada's Indian Invasion...
1.7 millions of those are Indians.
1.7 millions of those are Indians.
2.9 million Canadian temporary visas expire in 2025-2026 · 22: Cluster #21
Close reading → Video sentiment →
Identity Attack0.03636306
Insult0.012870909
Profanity0.018324144
Threat0.0084793
Severe Toxicity0.0020122528
Low Tox 0.038048524 Low Con 0.243
Jan 15, 2026 1 likes 2.9 million Canadian temporary visas …
The only people that do not want to tighten immigration are the big corporations that want more labourers to further drive down wages.
The only people that do not want to tighten immigration are the big corporations that want more labourers to further drive down wages.
Canada's tighter immigration policy divides the country • … · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.020078164
Insult0.012642908
Profanity0.010484599
Threat0.0064079775
Severe Toxicity0.00093460083
Low Tox 0.038048524 Low Con 0.292 Economic_Argument
Feb 11, 2026 Canada's tighter immigration policy divides …
Dublin Ireland be coming the same
Dublin Ireland be coming the same
Inside Canada's Indian Invasion... · 108: Cluster #107
Close reading → Discourse → Video sentiment →
Identity Attack0.014852738
Insult0.012566907
Profanity0.020168742
Threat0.010757755
Severe Toxicity0.002412796
Low Tox 0.038048524 Moderate Con 0.329 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
2:03 everything would be fine if everyone followed these rules
2:03 everything would be fine if everyone followed these rules
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.010581387
Insult0.011692902
Profanity0.021056883
Threat0.009955117
Severe Toxicity0.002632141
Low Tox 0.038048524 Low Con 0.241 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy on the bike 😂
The guy on the bike 😂
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0035887922
Insult0.015416925
Profanity0.018734055
Threat0.008556974
Severe Toxicity0.0020313263
Low Tox 0.038048524 Moderate Con 0.334 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Those Sun chips are a luxury. You want to afford chips? You gotta buy the Great Value 😒
Those Sun chips are a luxury. You want to afford chips? You gotta buy the Great Value 😒
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.002626848
Insult0.0154929245
Profanity0.015659723
Threat0.0074048014
Severe Toxicity0.0015640259
Low Tox 0.038048524 Low Con 0.277 Economic_Argument
Aug 27, 2025 Why Canadians Are Turning Against …
What? When did they figure this out? I'm shocked what?. Lol
What? When did they figure this out? I'm shocked what?. Lol
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0030338243
Insult0.0151129225
Profanity0.01764096
Threat0.007327127
Severe Toxicity0.0014019012
Low Tox 0.038048524 Moderate Con 0.338 Humor_Satire
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Dont worry, because absolutely nothing is being done about this
Dont worry, because absolutely nothing is being done about this
Why Canadians Are Turning Against Immigrants. · 45: Cluster #44
Close reading → Video sentiment →
Identity Attack0.004994711
Insult0.013402912
Profanity0.021330157
Threat0.0082074385
Severe Toxicity0.0015544891
Low Tox 0.038048524 Low Con 0.204
Nov 7, 2025 Why Canadians Are Turning Against …
All planned. WEF. All planned.
All planned. WEF. All planned.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0035517942
Insult0.014808921
Profanity0.01620627
Threat0.008129764
Severe Toxicity0.0019741058
Low Tox 0.038048524 Low Con 0.157
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
And people still elect Liberal....
And people still elect Liberal....
Inside Canada's Indian Metropolis (Brampton) · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.014149316
Insult0.017614283
Profanity0.0103821205
Threat0.006492125
Severe Toxicity0.0012207031
Low Tox 0.038048524 Low Con 0.236
Oct 30, 2025 Inside Canada's Indian Metropolis (Brampton)
No refuge should get better Healthcare than the Canadian taxpayer.
No refuge should get better Healthcare than the Canadian taxpayer.
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.019776696
Insult0.014276917
Profanity0.009903891
Threat0.0060325502
Severe Toxicity0.0011253357
Low Tox 0.038048524 Low Con 0.232 Moral_Argument
Feb 24, 2026 41 likes 'We do know that there's …
There are lots of programs across Canada, if Quebec doesn't many French and English speakers can move to another province easily. I don't understand the protest. As a migrant, I believe we don't need to …
There are lots of programs across Canada, if Quebec doesn't many French and English speakers can move to another province easily. I don't understand the protest. As a migrant, I believe we don't need to protest the host country of their migration
Quebec Ends Economic Immigration Program | Your Morning · 103: Cluster #102
Close reading → Discourse → Video sentiment →
Identity Attack0.025404079
Insult0.013212911
Profanity0.010160086
Threat0.006207318
Severe Toxicity0.00096797943
Low Tox 0.038048524 Constructive 0.791 Policy_Critique
Nov 21, 2025 20 likes Quebec Ends Economic Immigration Program …
Need you in minneapolis bro
Need you in minneapolis bro
Inside Canada's Indian Invasion... · 246: Cluster #245
Close reading → Video sentiment →
Identity Attack0.007732552
Insult0.015036922
Profanity0.019143965
Threat0.009385503
Severe Toxicity0.00207901
Low Tox 0.038048524 Moderate Con 0.352
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Wake up Canada!
Wake up Canada!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.016259583
Insult0.015568925
Profanity0.012141321
Threat0.008556974
Severe Toxicity0.0020313263
Low Tox 0.038048524 Moderate Con 0.347 Call_To_Action
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
1:48
1:48
IRCC Names India in Study Permit Fraud | … · 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.007029593
Insult0.012148905
Profanity0.025497584
Threat0.011094344
Severe Toxicity0.0031852722
Low Tox 0.038048524 Moderate Con 0.31
Oct 3, 2025 IRCC Names India in Study …
Your full of it the walk across the border the get put through the system then given Money put up in hotels or that the government bought with our money they could be in that …
Your full of it the walk across the border the get put through the system then given Money put up in hotels or that the government bought with our money they could be in that hotel for up to 5 years before they get to them and more are coming
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.008916483
Insult0.017088935
Profanity0.012858666
Threat0.006861079
Severe Toxicity0.0012874603
Low Tox 0.038048524 Moderate Con 0.308
Mar 22, 2019 How much do refugees and …
Australia is nearly the same, especially in Melbourne.
Australia is nearly the same, especially in Melbourne.
Inside Canada's Indian Invasion... · 31: Cluster #30
Close reading → Video sentiment →
Identity Attack0.021585498
Insult0.014808921
Profanity0.014259194
Threat0.007534259
Severe Toxicity0.0016403198
Low Tox 0.038048524 Moderate Con 0.394
Jan 27, 2026 Inside Canada's Indian Invasion...
This is just so so sad.
This is just so so sad.
Inside Canada's Indian Metropolis (Brampton) · 168: Cluster #167
Close reading → Discourse → Video sentiment →
Identity Attack0.0024048607
Insult0.014884921
Profanity0.014225035
Threat0.0070164283
Severe Toxicity0.0010967255
Low Tox 0.038048524 Moderate Con 0.386 Moral_Argument
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Kallergi plan in FULL effect!
Kallergi plan in FULL effect!
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0042177555
Insult0.014086916
Profanity0.014634945
Threat0.008103873
Severe Toxicity0.003452301
Low Tox 0.038048524 Low Con 0.26 Unverified_Claim
Jun 18, 2025 4 likes How Canada broke its immigration …
They Seem pretty chill tbh :)
They Seem pretty chill tbh :)
Inside Canada's Indian Invasion... · 239: Cluster #238
Close reading → Discourse → Video sentiment →
Identity Attack0.007547563
Insult0.0140109155
Profanity0.037403382
Threat0.009100696
Severe Toxicity0.002822876
Low Tox 0.038048524 Moderate Con 0.35 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Sad to see a downfall
Sad to see a downfall
Inside Canada's Indian Invasion... · 168: Cluster #167
Close reading → Discourse → Video sentiment →
Identity Attack0.004402745
Insult0.012414906
Profanity0.016889455
Threat0.00899713
Severe Toxicity0.0015354156
Low Tox 0.038048524 Moderate Con 0.416 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Here after dont get down anyone. As you need money you get down. Better developed the country from agriculture
Here after dont get down anyone. As you need money you get down. Better developed the country from agriculture
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0032558115
Insult0.015796926
Profanity0.012482914
Threat0.0069646453
Severe Toxicity0.0011348724
Low Tox 0.03781283 Moderate Con 0.348 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
Canada is NOT cheap..and Canada is changing overnight! crime keeps going up, not saying it's them, but something happened over the last couple years!
Canada is NOT cheap..and Canada is changing overnight! crime keeps going up, not saying it's them, but something happened over the last couple years!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.011099357
Insult0.017614283
Profanity0.010996987
Threat0.0066086366
Severe Toxicity0.0012207031
Low Tox 0.03781283 Constructive 0.605 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
multiply by 10 please
multiply by 10 please
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.005919657
Insult0.010590895
Profanity0.021876704
Threat0.012440704
Severe Toxicity0.0030899048
Low Tox 0.03781283 Moderate Con 0.31
Dec 25, 2025 1 likes Deportations From Canada at Their …
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.