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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 1169 of 1230
Love from Punjab
Love from Punjab
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.0058086636
Insult0.008690883
Profanity0.015625564
Threat0.007741391
Severe Toxicity0.0015830994
Low Tox 0.013068704 Moderate Con 0.459 Solidarity
Feb 7, 2026 Inside Canada's Indian Invasion...
Finally some accountability
Finally some accountability
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0025713511
Insult0.00810188
Profanity0.012414595
Threat0.00704232
Severe Toxicity0.0009822845
Low Tox 0.013068704 Moderate Con 0.38 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
No it doesn’t
No it doesn’t
Canada's tighter immigration policy divides the country • … · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0026453468
Insult0.0075698765
Profanity0.013883443
Threat0.0066733654
Severe Toxicity0.0008678436
Low Tox 0.013068704 Low Con 0.297 Meta_Commentary
Feb 11, 2026 Canada's tighter immigration policy divides …
to little to late tanks to Trudeau Miller and COmpany
to little to late tanks to Trudeau Miller and COmpany
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0014984132
Insult0.009982891
Profanity0.00993805
Threat0.006149062
Severe Toxicity0.00066280365
Low Tox 0.013068704 Low Con 0.112 Policy_Critique
Dec 31, 2025 Deportations From Canada at Their …
You can find them at the fast food chains.
You can find them at the fast food chains.
IRCC Names India in Study Permit Fraud | … · 181: Cluster #180
Close reading → Video sentiment →
Identity Attack0.003144818
Insult0.0077598775
Profanity0.01261955
Threat0.007624879
Severe Toxicity0.000872612
Low Tox 0.013068704 Moderate Con 0.324
Oct 1, 2025 2 likes IRCC Names India in Study …
❤❤❤
❤❤❤
Canadian Citizenship Test 2025 – 414 Real Past-Test …
Close reading → Video sentiment →
Identity Attack0.003144818
Insult0.007892879
Profanity0.018119188
Threat0.0072882893
Severe Toxicity0.0019454956
Low Tox 0.013005874 Constructive 0.503
Jul 6, 2025 1 likes Canadian Citizenship Test 2025 – …
Canadian's need to be proud of our culture and we need way more say about what our government chooses as priorities.
Canadian's need to be proud of our culture and we need way more say about what our government chooses as priorities.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0066596144
Insult0.008044879
Profanity0.010313802
Threat0.0061878995
Severe Toxicity0.000603199
Low Tox 0.013005874 Moderate Con 0.499
Aug 26, 2025 Why Canadians Are Turning Against …
Thank you for speaking the truth.
Thank you for speaking the truth.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0018868907
Insult0.008405882
Profanity0.011099464
Threat0.0066733654
Severe Toxicity0.00076293945
Low Tox 0.013005874 Moderate Con 0.445
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
As a Canadian senior citizen , something has to be done. 🇨🇦
As a Canadian senior citizen , something has to be done. 🇨🇦
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.005919657
Insult0.008025879
Profanity0.010023449
Threat0.0066215824
Severe Toxicity0.00077724457
Low Tox 0.013005874 Moderate Con 0.443 Call_To_Action
Aug 27, 2025 3 likes Why Canadians Are Turning Against …
Thank you for shining a light on this issue.
Thank you for shining a light on this issue.
Inside Canada's Indian Invasion... · 117: Cluster #116
Close reading → Discourse → Video sentiment →
Identity Attack0.003089321
Insult0.0086718835
Profanity0.013063621
Threat0.007922632
Severe Toxicity0.0009965897
Low Tox 0.013005874 Moderate Con 0.436 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Check Tim Hortons and other workplaces and you will find most of them
Check Tim Hortons and other workplaces and you will find most of them
IRCC Names India in Study Permit Fraud | … · 181: Cluster #180
Close reading → Discourse → Video sentiment →
Identity Attack0.0024788564
Insult0.008329881
Profanity0.01086035
Threat0.0068869707
Severe Toxicity0.0006866455
Low Tox 0.013005874 Moderate Con 0.315 Unverified_Claim
Dec 6, 2025 1 likes IRCC Names India in Study …
That’s what happens when you don’t fight for cultural preservation. QC was always right.
That’s what happens when you don’t fight for cultural preservation. QC was always right.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0024418586
Insult0.008880884
Profanity0.009109689
Threat0.0059160385
Severe Toxicity0.0005221367
Low Tox 0.013005874 Moderate Con 0.423 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
❤❤❤
❤❤❤
Inside Canada's Indian Metropolis (Brampton)
Close reading → Video sentiment →
Identity Attack0.003144818
Insult0.007892879
Profanity0.018119188
Threat0.0072882893
Severe Toxicity0.0019454956
Low Tox 0.013005874 Constructive 0.504
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
How much did it SAVE taxpayers? Put that in the report too!
How much did it SAVE taxpayers? Put that in the report too!
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0014891637
Insult0.009165886
Profanity0.009801413
Threat0.006162008
Severe Toxicity0.000603199
Low Tox 0.013005874 Low Con 0.263
Dec 30, 2025 Deportations From Canada at Their …
Hai friends canada govt., Reply like Balaji raju
Hai friends canada govt., Reply like Balaji raju
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0056236745
Insult0.010248893
Profanity0.014361672
Threat0.008103873
Severe Toxicity0.0013065338
Low Tox 0.013005874 Low Con 0.298
Sep 30, 2025 IRCC Names India in Study …
8% of "only the people we asked" means there's probably millions, not 80K
8% of "only the people we asked" means there's probably millions, not 80K
IRCC Names India in Study Permit Fraud | … · 191: Cluster #190
Close reading → Video sentiment →
Identity Attack0.0037367835
Insult0.0075698765
Profanity0.01220964
Threat0.006466233
Severe Toxicity0.0008058548
Low Tox 0.013005874 Moderate Con 0.33
Sep 30, 2025 1 likes IRCC Names India in Study …
Many of them work in the security industry
Many of them work in the security industry
IRCC Names India in Study Permit Fraud | … · 296: Cluster #295
Close reading → Video sentiment →
Identity Attack0.0040142676
Insult0.007949878
Profanity0.012346277
Threat0.0071588317
Severe Toxicity0.0008773804
Low Tox 0.013005874 Low Con 0.239
Oct 1, 2025 IRCC Names India in Study …
We need ICE here in Canada.
We need ICE here in Canada.
2.9 million Canadian temporary visas expire in 2025-2026 · 37: Cluster #36
Close reading → Discourse → Video sentiment →
Identity Attack0.003866276
Insult0.007607877
Profanity0.010074687
Threat0.0077802283
Severe Toxicity0.001206398
Low Tox 0.012943043 Moderate Con 0.331 Fear_Threat
Jan 25, 2026 1 likes 2.9 million Canadian temporary visas …
AWESOME JOB 👍
AWESOME JOB 👍
Inside Canada's Indian Invasion... · 284: Cluster #283
Close reading → Discourse → Video sentiment →
Identity Attack0.003089321
Insult0.007854878
Profanity0.014703264
Threat0.007754337
Severe Toxicity0.0016117096
Low Tox 0.012943043 Moderate Con 0.49 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
time to build high density housing there instead of single family homes with backyards and a pool vertical growth
time to build high density housing there instead of single family homes with backyards and a pool vertical growth
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0022753682
Insult0.00815888
Profanity0.009596458
Threat0.0063950317
Severe Toxicity0.00072956085
Low Tox 0.012943043 Moderate Con 0.327 Economic_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
If you check Frisco in Texas you’ll see basically the same thing but with around 250k - 300k people.
If you check Frisco in Texas you’ll see basically the same thing but with around 250k - 300k people.
Inside Canada's Indian Metropolis (Brampton) · 94: Cluster #93
Close reading → Video sentiment →
Identity Attack0.0047727237
Insult0.007949878
Profanity0.011458136
Threat0.0067186756
Severe Toxicity0.0008058548
Low Tox 0.012943043 Moderate Con 0.352
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
I agree with this lady.
I agree with this lady.
IRCC Names India in Study Permit Fraud | … · 131: Cluster #130
Close reading → Video sentiment →
Identity Attack0.00414376
Insult0.0077028773
Profanity0.013678487
Threat0.007068211
Severe Toxicity0.0010538101
Low Tox 0.012880214 Constructive 0.56
Oct 4, 2025 1 likes IRCC Names India in Study …
Not just Canada but Australia too
Not just Canada but Australia too
Inside Canada's Indian Invasion... · 335: Cluster #334
Close reading → Discourse → Video sentiment →
Identity Attack0.0075105648
Insult0.007303875
Profanity0.011526455
Threat0.0069387536
Severe Toxicity0.0009012222
Low Tox 0.012880214 Moderate Con 0.33 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Can we borrow ICE please we need it.
Can we borrow ICE please we need it.
Inside Canada's Indian Invasion... · 126: Cluster #125
Close reading → Discourse → Video sentiment →
Identity Attack0.0022753682
Insult0.0075888764
Profanity0.010330882
Threat0.007197669
Severe Toxicity0.0011348724
Low Tox 0.012880214 Moderate Con 0.36 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Singh Hortoons
Singh Hortoons
Inside Canada's Indian Invasion... · 105: Cluster #104
Close reading → Discourse → Video sentiment →
Identity Attack0.0045322375
Insult0.0115029
Profanity0.019690514
Threat0.007521313
Severe Toxicity0.0014781952
Low Tox 0.012880214 Low Con 0.231 Humor_Satire
Jan 27, 2026 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.