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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 1109 of 1230
Do Surrey, BC next !
Do Surrey, BC next !
Inside Canada's Indian Invasion... · 133: Cluster #132
Close reading → Discourse → Video sentiment →
Identity Attack0.0038477771
Insult0.010856897
Profanity0.014225035
Threat0.007857903
Severe Toxicity0.0015830994
Low Tox 0.02048268 Moderate Con 0.414 Call_To_Action
Feb 25, 2026 5 likes Inside Canada's Indian Invasion...
10 bucks for grapes... that's lower than I've paid at times in BC
10 bucks for grapes... that's lower than I've paid at times in BC
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0026823445
Insult0.0107048955
Profanity0.011936366
Threat0.0064015044
Severe Toxicity0.0008535385
Low Tox 0.02048268 Moderate Con 0.427
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
they are all in administration.. so othey will look after eachother.
they are all in administration.. so othey will look after eachother.
IRCC Names India in Study Permit Fraud | … · 33: Cluster #32
Close reading → Discourse → Video sentiment →
Identity Attack0.0038477771
Insult0.011198899
Profanity0.01265371
Threat0.006912862
Severe Toxicity0.00074863434
Low Tox 0.02048268 Low Con 0.293 Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
How much are we short? That's the number we let in. Out of the million, how has the skills we need?
How much are we short? That's the number we let in. Out of the million, how has the skills we need?
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0027008436
Insult0.010438894
Profanity0.012073003
Threat0.006925808
Severe Toxicity0.00081062317
Low Tox 0.02048268 Low Con 0.251 Question
Feb 1, 2026 Why Canada’s immigration system has …
The guy on the bike kept it STRAIGHT, NO CHASER.
The guy on the bike kept it STRAIGHT, NO CHASER.
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0017019014
Insult0.009260887
Profanity0.011031146
Threat0.008323951
Severe Toxicity0.0010156631
Low Tox 0.02048268 Moderate Con 0.364 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
16:59 Not Punjabi it Hindi
16:59 Not Punjabi it Hindi
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.01274247
Insult0.012946909
Profanity0.020168742
Threat0.007573096
Severe Toxicity0.0018978119
Low Tox 0.02048268 Low Con 0.232 Meta_Commentary
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
Brampton is the most beautiful city of entire world.
Brampton is the most beautiful city of entire world.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0063266335
Insult0.009507888
Profanity0.016616182
Threat0.008129764
Severe Toxicity0.0016593933
Low Tox 0.02048268 Moderate Con 0.351 Humor_Satire
Oct 22, 2025 Inside Canada's Indian Metropolis (Brampton)
At he is being consistent
At he is being consistent
Inside Canada's Indian Invasion... · 127: Cluster #126
Close reading → Discourse → Video sentiment →
Identity Attack0.0038477771
Insult0.010400894
Profanity0.016411226
Threat0.007586042
Severe Toxicity0.0014209747
Low Tox 0.02048268 Low Con 0.217 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
What a great Christmas gift
What a great Christmas gift
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0047727237
Insult0.009279887
Profanity0.017094411
Threat0.008039144
Severe Toxicity0.0019550323
Low Tox 0.02048268 Moderate Con 0.436
Dec 24, 2025 2 likes Deportations From Canada at Their …
I think they're in Surrey.
I think they're in Surrey.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.007288578
Insult0.0096028885
Profanity0.015420608
Threat0.008362788
Severe Toxicity0.001449585
Low Tox 0.02048268 Moderate Con 0.401 Meta_Commentary
Sep 29, 2025 IRCC Names India in Study …
One word, GOOD!
One word, GOOD!
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0032743104
Insult0.009336887
Profanity0.014156717
Threat0.0077672824
Severe Toxicity0.0015449524
Low Tox 0.02035702 Moderate Con 0.404
Dec 30, 2025 Deportations From Canada at Their …
It does not come in the same form of questions,but in another way I did a study from the video,but the questions came in a different way from the video completely.
It does not come in the same form of questions,but in another way I did a study from the video,but the questions came in a different way from the video completely.
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0060676485
Insult0.009013886
Profanity0.017914234
Threat0.008531082
Severe Toxicity0.0014877319
Low Tox 0.02035702 Constructive 0.535 Meta_Commentary
Dec 30, 2025 1 likes Canadian Citizenship Test 2025 – …
As a Montrealer, I would love to know how you are in the middle of MTL and also be 30 mins away from the boarder?
As a Montrealer, I would love to know how you are in the middle of MTL and also be 30 mins away from the boarder?
Inside Canada's Indian Invasion... · 192: Cluster #191
Close reading → Discourse → Video sentiment →
Identity Attack0.003311308
Insult0.0107048955
Profanity0.010979908
Threat0.007301235
Severe Toxicity0.00096321106
Low Tox 0.02035702 Constructive 0.649 Question
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
bike guy made a lot of sense !
bike guy made a lot of sense !
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Video sentiment →
Identity Attack0.0024603575
Insult0.0116169015
Profanity0.013200258
Threat0.006809296
Severe Toxicity0.0011396408
Low Tox 0.02035702 Moderate Con 0.459
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m early for some reason
I’m early for some reason
Inside Canada's Indian Invasion... · 353: Cluster #352
Close reading → Video sentiment →
Identity Attack0.0045137387
Insult0.009868891
Profanity0.016821137
Threat0.008323951
Severe Toxicity0.0013160706
Low Tox 0.02035702 Moderate Con 0.385
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Real population is closer to a million
Real population is closer to a million
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.006992595
Insult0.008880884
Profanity0.014634945
Threat0.007249452
Severe Toxicity0.0012159348
Low Tox 0.02035702 Low Con 0.213
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Cost 78mill and save billions if they keep them.
Cost 78mill and save billions if they keep them.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0020811295
Insult0.010172892
Profanity0.010569996
Threat0.008686432
Severe Toxicity0.0010204315
Low Tox 0.02035702 Low Con 0.19 Economic_Argument
Dec 27, 2025 1 likes Deportations From Canada at Their …
Trump was right again
Trump was right again
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.005253696
Insult0.00971689
Profanity0.0147374235
Threat0.0076119336
Severe Toxicity0.0014305115
Low Tox 0.02035702 Low Con 0.242 Comparative_Framing
Jan 21, 2026 1 likes Why Canada’s immigration system has …
I heard the government allowed 800,000 new immigrants into Canada in the first 6 months. Were they all the same demographic?
I heard the government allowed 800,000 new immigrants into Canada in the first 6 months. Were they all the same demographic?
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.010951365
Insult0.008842885
Profanity0.009733095
Threat0.006194372
Severe Toxicity0.0007724762
Low Tox 0.02035702 Moderate Con 0.384 Question
Jan 31, 2026 1 likes Why Canadians Are Turning Against …
100 percent tarrifs on India and Canada
100 percent tarrifs on India and Canada
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.009693438
Insult0.009564889
Profanity0.01084327
Threat0.0069387536
Severe Toxicity0.0010633469
Low Tox 0.02035702 Low Con 0.154 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This was aamerica 2 years ago. Looks like it's Canada's turn.
This was aamerica 2 years ago. Looks like it's Canada's turn.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008361516
Insult0.009906891
Profanity0.010330882
Threat0.006653947
Severe Toxicity0.0009536743
Low Tox 0.02035702 Low Con 0.232 Comparative_Framing
Feb 18, 2026 Canadian immigration officers investigating hundreds …
I support the Conservatives on this one
I support the Conservatives on this one
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0066596144
Insult0.008823884
Profanity0.015079016
Threat0.008867673
Severe Toxicity0.0015544891
Low Tox 0.02035702 Moderate Con 0.381 Call_To_Action
Feb 24, 2026 3 likes 'We do know that there's …
My Canadian friend has been complaining about this for like... 3-4 years.
My Canadian friend has been complaining about this for like... 3-4 years.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008028535
Insult0.010210892
Profanity0.011116544
Threat0.0063367756
Severe Toxicity0.0006914139
Low Tox 0.02035702 Moderate Con 0.489 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
MANDITORY FINGER PRINTING!!!!!!?? WHATTT!!!??!?! IM NOT A CRIMINAL!!!!
MANDITORY FINGER PRINTING!!!!!!?? WHATTT!!!??!?! IM NOT A CRIMINAL!!!!
· 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.00050784467
Insult0.011153129
Profanity0.00044470985
Threat0.0002256133
Severe Toxicity0.0000039374513
Low Tox 0.020267824 Policy_Critique
Dec 8, 2025 75 likes
Why do they keep saying thankyou for the question, in my opinion it is using up time.
Why do they keep saying thankyou for the question, in my opinion it is using up time.
IRCC Names India in Study Permit Fraud | … · 64: Cluster #63
Close reading → Video sentiment →
Identity Attack0.0027933381
Insult0.010058892
Profanity0.013780965
Threat0.0072106146
Severe Toxicity0.00092983246
Low Tox 0.020231359 Constructive 0.535
Sep 29, 2025 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.