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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 1082 of 1230
1st person spoke Absolutely the Truth ! Canada was built by immigrants and they loved Canadian Values and that’s why it was here all the way to 2018 With the Liberals Federal and PROVINCIAL Governments …
1st person spoke Absolutely the Truth ! Canada was built by immigrants and they loved Canadian Values and that’s why it was here all the way to 2018 With the Liberals Federal and PROVINCIAL Governments with what they did to every single Canadian Citizen ! All an Agenda and there’s going to be a major snap back ! I hope We as Humanity wake up and join together to bring peace and prosperity back not by government but by each and every single Culture has an.
Why Canadians Are Turning Against Immigrants. · 105: Cluster #104
Close reading → Video sentiment →
Identity Attack0.010803374
Insult0.011578901
Profanity0.00998929
Threat0.0060778605
Severe Toxicity0.0010681152
Low Tox 0.023671126 Constructive 0.691
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
usual suspects
usual suspects
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.004347248
Insult0.011046898
Profanity0.013780965
Threat0.0068999166
Severe Toxicity0.0010108948
Low Tox 0.023671126 Moderate Con 0.334 Identity_Assertion
Oct 1, 2025 IRCC Names India in Study …
As a Canadian immigrant, I didn’t have any special treatments (given a job, medical and money to live here….). Anyone wants to live in Canada, should follow Canadian laws, regulations, and respect Canadians! Try not …
As a Canadian immigrant, I didn’t have any special treatments (given a job, medical and money to live here….). Anyone wants to live in Canada, should follow Canadian laws, regulations, and respect Canadians! Try not to change what Canada has.
Why Canadians Are Turning Against Immigrants. · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.013345404
Insult0.010362893
Profanity0.009903891
Threat0.005893383
Severe Toxicity0.00072956085
Low Tox 0.023671126 Constructive 0.667 Personal_Narrative
Aug 27, 2025 Why Canadians Are Turning Against …
Looks like parts of Sydney Australia
Looks like parts of Sydney Australia
Inside Canada's Indian Invasion... · 31: Cluster #30
Close reading → Discourse → Video sentiment →
Identity Attack0.012240025
Insult0.00983089
Profanity0.015420608
Threat0.007573096
Severe Toxicity0.0015830994
Low Tox 0.023671126 Moderate Con 0.37 Comparative_Framing
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
All the big shareholders in the airlines that flew them all in, should be happy that they can double their money, flying them back out again.
All the big shareholders in the airlines that flew them all in, should be happy that they can double their money, flying them back out again.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 30: Cluster #29
Close reading → Discourse → Video sentiment →
Identity Attack0.0026453468
Insult0.011198899
Profanity0.010484599
Threat0.008712323
Severe Toxicity0.0011253357
Low Tox 0.023671126 Moderate Con 0.316 Economic_Argument
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
Same thing is happening in Australia
Same thing is happening in Australia
Inside Canada's Indian Invasion... · 31: Cluster #30
Close reading → Video sentiment →
Identity Attack0.011691323
Insult0.008595883
Profanity0.014805742
Threat0.008039144
Severe Toxicity0.0013446808
Low Tox 0.023671126 Moderate Con 0.334
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
well at least they have jobs
well at least they have jobs
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0051797
Insult0.009944891
Profanity0.016957775
Threat0.006977591
Severe Toxicity0.0012874603
Low Tox 0.023671126 Moderate Con 0.331 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Ah yes. Everything doubles in price. Wage doesnt go up. Politicians get 300% increase in wages. Yup. So inspiring
Ah yes. Everything doubles in price. Wage doesnt go up. Politicians get 300% increase in wages. Yup. So inspiring
Canada’s new rules in 2026 · 38: Cluster #37
Close reading → Video sentiment →
Identity Attack0.0030153254
Insult0.013820915
Profanity0.010774951
Threat0.0059322207
Severe Toxicity0.00064849854
Low Tox 0.023671126 Low Con 0.242
Jan 12, 2026 Canada’s new rules in 2026
Carney won't stop the Temporary Foreign Worker program - because then he'd have to leave Canada.
Carney won't stop the Temporary Foreign Worker program - because then he'd have to leave Canada.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.007917541
Insult0.011008898
Profanity0.00952814
Threat0.007145886
Severe Toxicity0.0008249283
Low Tox 0.023671126 Low Con 0.204 Humor_Satire
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
Send this link to the government
Send this link to the government
Why Canadians Are Turning Against Immigrants. · 15: Cluster #14
Close reading → Video sentiment →
Identity Attack0.0058456613
Insult0.0096028885
Profanity0.016821137
Threat0.010084574
Severe Toxicity0.0018119812
Low Tox 0.023671126 Low Con 0.275
Aug 27, 2025 Why Canadians Are Turning Against …
Guy @ 2.00 is the bro. Respect to that guy
Guy @ 2.00 is the bro. Respect to that guy
Inside Canada's Indian Invasion... · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.006030651
Insult0.011008898
Profanity0.017709278
Threat0.00899713
Severe Toxicity0.0015926361
Low Tox 0.023671126 Moderate Con 0.426 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Do Texas next
Do Texas next
Inside Canada's Indian Invasion... · 114: Cluster #113
Close reading → Discourse → Video sentiment →
Identity Attack0.0076215584
Insult0.010172892
Profanity0.014634945
Threat0.00866054
Severe Toxicity0.0017356873
Low Tox 0.023671126 Moderate Con 0.333 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
Yet we voted them back in....
Yet we voted them back in....
How Canada broke its immigration system · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0032373124
Insult0.011844902
Profanity0.011099464
Threat0.0077025536
Severe Toxicity0.001168251
Low Tox 0.023671126 Low Con 0.29 Meta_Commentary
Jun 21, 2025 1 likes How Canada broke its immigration …
If you want to find them just go to any Tim Hortons.
If you want to find them just go to any Tim Hortons.
IRCC Names India in Study Permit Fraud | … · 181: Cluster #180
Close reading → Video sentiment →
Identity Attack0.0034223017
Insult0.011654901
Profanity0.013029462
Threat0.008505191
Severe Toxicity0.0010204315
Low Tox 0.023671126 Moderate Con 0.345
Oct 6, 2025 IRCC Names India in Study …
We have a huge city adding billions of dollars to economy nd infrastructure but at wat cost 😂🤣
We have a huge city adding billions of dollars to economy nd infrastructure but at wat cost 😂🤣
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0017851467
Insult0.0114269
Profanity0.014942379
Threat0.006155535
Severe Toxicity0.0009775162
Low Tox 0.023671126 Low Con 0.24
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Soyboy Trudeau is still in-charged?
Soyboy Trudeau is still in-charged?
· 13: Cluster #12
Close reading → Video sentiment →
Identity Attack0.00022450047
Insult0.014964571
Profanity0.0005418476
Threat0.0004171511
Severe Toxicity0.000005305208
Low Tox 0.023603942
Apr 14, 2025
Canada is probably doing this under pressure from the US.
Canada is probably doing this under pressure from the US.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.008879486
Insult0.011122898
Profanity0.010757872
Threat0.0071847234
Severe Toxicity0.000872612
Low Tox 0.023553278 Low Con 0.141 Unverified_Claim
Dec 29, 2025 Deportations From Canada at Their …
Like dropping bricks in the Grand Canyon, this is over a decade too late.
Like dropping bricks in the Grand Canyon, this is over a decade too late.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0022846176
Insult0.011008898
Profanity0.011594773
Threat0.008738215
Severe Toxicity0.0011396408
Low Tox 0.023553278 Low Con 0.099
Dec 26, 2025 Deportations From Canada at Their …
I’ve been waiting for this video 🙏
I’ve been waiting for this video 🙏
Inside Canada's Indian Invasion... · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.006289636
Insult0.0092228865
Profanity0.019280603
Threat0.010447056
Severe Toxicity0.002632141
Low Tox 0.023553278 Moderate Con 0.447 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
state sponsored propaganda.
state sponsored propaganda.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0029228306
Insult0.012680908
Profanity0.0113044195
Threat0.0060196044
Severe Toxicity0.00069618225
Low Tox 0.023553278 Low Con 0.148
Aug 8, 2018 3 likes How much do refugees and …
I live in Surrey BC, it is almost turning into Brampton here too.
I live in Surrey BC, it is almost turning into Brampton here too.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.008176526
Insult0.011084898
Profanity0.013678487
Threat0.0071588317
Severe Toxicity0.0011205673
Low Tox 0.023553278 Moderate Con 0.443 Personal_Narrative
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Indian food is actually very good
Indian food is actually very good
Inside Canada's Indian Invasion... · 93: Cluster #92
Close reading → Discourse → Video sentiment →
Identity Attack0.013646871
Insult0.009317887
Profanity0.017982552
Threat0.007624879
Severe Toxicity0.0019168854
Low Tox 0.023553278 Moderate Con 0.364 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Make Canada Canadian again!
Make Canada Canadian again!
Inside Canada's Indian Invasion... · 394: Cluster #393
Close reading → Discourse → Video sentiment →
Identity Attack0.012340514
Insult0.00971689
Profanity0.012073003
Threat0.007598988
Severe Toxicity0.0016021729
Low Tox 0.023553278 Moderate Con 0.324 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
WOW! It is hard to believe that this can even be true!
WOW! It is hard to believe that this can even be true!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0019423875
Insult0.011540901
Profanity0.012926984
Threat0.0065180166
Severe Toxicity0.00088214874
Low Tox 0.023553278 Moderate Con 0.363 Meta_Commentary
Feb 28, 2026 3 likes Inside Canada's Indian Invasion...
Bike guy is honest and true
Bike guy is honest and true
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.006363631
Insult0.0129089095
Profanity0.01846078
Threat0.007793174
Severe Toxicity0.0016021729
Low Tox 0.023553278 Moderate Con 0.432 Identity_Assertion
Jan 29, 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.