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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 989 of 1230
Thanks. I only read 3times takes 7hours then got20/20... it helps a lot. By the way. I had 4questions from Ture or false questions all based on the video qustions
Thanks. I only read 3times takes 7hours then got20/20... it helps a lot. By the way. I had 4questions from Ture or false questions all based on the video qustions
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Video sentiment →
Identity Attack0.0055496786
Insult0.015188923
Profanity0.019143965
Threat0.0077025536
Severe Toxicity0.0014591217
Low Tox 0.03828422 Constructive 0.662
Jul 27, 2025 7 likes Canadian Citizenship Test 2025 – …
What will Canadians worship cows quickly?
What will Canadians worship cows quickly?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.016058605
Insult0.015264924
Profanity0.01265371
Threat0.007197669
Severe Toxicity0.0015068054
Low Tox 0.03828422 Low Con 0.191 Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Check Tim Hortons and every job Indian students are working and heavily fine the employers.
Check Tim Hortons and every job Indian students are working and heavily fine the employers.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.025605056
Insult0.014504919
Profanity0.011628932
Threat0.006686311
Severe Toxicity0.0011730194
Low Tox 0.03828422 Moderate Con 0.464
Oct 24, 2025 IRCC Names India in Study …
Looks like London 😂
Looks like London 😂
Inside Canada's Indian Invasion... · 198: Cluster #197
Close reading → Discourse → Video sentiment →
Identity Attack0.015857628
Insult0.015036922
Profanity0.020578653
Threat0.007624879
Severe Toxicity0.0022220612
Low Tox 0.03828422 Moderate Con 0.326 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
The Saarification of the world
The Saarification of the world
Inside Canada's Indian Invasion... · 85: Cluster #84
Close reading → Discourse → Video sentiment →
Identity Attack0.010433395
Insult0.011654901
Profanity0.021603432
Threat0.01052473
Severe Toxicity0.0026512146
Low Tox 0.03828422 Low Con 0.233 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
12:40 Please pray to the only living true God Jesus Christ for your safety
12:40 Please pray to the only living true God Jesus Christ for your safety
Inside Canada's Indian Invasion... · 59: Cluster #58
Close reading → Video sentiment →
Identity Attack0.01087737
Insult0.011198899
Profanity0.017162729
Threat0.010084574
Severe Toxicity0.002784729
Low Tox 0.03828422 Moderate Con 0.341
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It's not enough, only a complete halt to the whole program. They don't leave, and nothing is done about it.
It's not enough, only a complete halt to the whole program. They don't leave, and nothing is done about it.
New rules, regulations take effect across Canada · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0023586133
Insult0.013516913
Profanity0.013712646
Threat0.0100069
Severe Toxicity0.0013256073
Low Tox 0.03828422 Low Con 0.239 Policy_Critique
Jan 4, 2026 New rules, regulations take effect …
If your claim was rejected you have to leave the country and try again the proper way
If your claim was rejected you have to leave the country and try again the proper way
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.006178642
Insult0.012566907
Profanity0.0127561875
Threat0.008505191
Severe Toxicity0.0010633469
Low Tox 0.03828422 Low Con 0.229 Policy_Critique
Feb 24, 2026 3 likes 'We do know that there's …
0:51
0:51
Inside Canada's Indian Invasion... · 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.006770608
Insult0.011882903
Profanity0.025907494
Threat0.010809537
Severe Toxicity0.0032043457
Low Tox 0.03828422 Low Con 0.279
Jan 28, 2026 Inside Canada's Indian Invasion...
0:51
0:51
Inside Canada's Indian Invasion... · 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.006770608
Insult0.011882903
Profanity0.025907494
Threat0.010809537
Severe Toxicity0.0032043457
Low Tox 0.03828422 Low Con 0.274
Jan 28, 2026 Inside Canada's Indian Invasion...
They don't even have camera to put fine ?
They don't even have camera to put fine ?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0030338243
Insult0.01632893
Profanity0.014634945
Threat0.0074048014
Severe Toxicity0.0011920929
Low Tox 0.03828422 Low Con 0.214 Question
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
I barely leave my house if i don't have to now.. it's so unpleasant to see the landscape!
I barely leave my house if i don't have to now.. it's so unpleasant to see the landscape!
Why Canadians Are Turning Against Immigrants. · 42: Cluster #41
Close reading → Video sentiment →
Identity Attack0.00224762
Insult0.015644927
Profanity0.015488927
Threat0.006647474
Severe Toxicity0.0010442734
Low Tox 0.03828422 Constructive 0.515
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
All I see are people who came from one country into another and created a community. Nothing different from Greek Town, Chinatown, little Italy etc. in Toronto
All I see are people who came from one country into another and created a community. Nothing different from Greek Town, Chinatown, little Italy etc. in Toronto
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.02238941
Insult0.0151129225
Profanity0.0117997285
Threat0.0059807673
Severe Toxicity0.0012874603
Low Tox 0.03828422 Moderate Con 0.495 Moral_Argument
Jan 26, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
😮isn't this a just a new form of getting conquered?
😮isn't this a just a new form of getting conquered?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0056236745
Insult0.012452906
Profanity0.02208166
Threat0.00951496
Severe Toxicity0.00207901
Low Tox 0.03828422 Low Con 0.232 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It's not Canada anymore 🤦
It's not Canada anymore 🤦
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.019173764
Insult0.015264924
Profanity0.012175481
Threat0.0063432488
Severe Toxicity0.0014305115
Low Tox 0.03828422 Low Con 0.189 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Keep speaking the truth no matter who it offends.
Keep speaking the truth no matter who it offends.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00258985
Insult0.015416925
Profanity0.012551232
Threat0.008065036
Severe Toxicity0.0010681152
Low Tox 0.03828422 Moderate Con 0.365 Call_To_Action
Aug 26, 2025 Why Canadians Are Turning Against …
They are reducing hahahaha. Instead of a Million a year we will bring in 750k instead
They are reducing hahahaha. Instead of a Million a year we will bring in 750k instead
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0055496786
Insult0.013934915
Profanity0.016411226
Threat0.0074436385
Severe Toxicity0.0016880035
Low Tox 0.03828422 Low Con 0.207
Jan 20, 2026 1 likes Why Canada’s immigration system has …
Freez the boarder for the next 5 years
Freez the boarder for the next 5 years
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0037737815
Insult0.013668913
Profanity0.01402008
Threat0.010964886
Severe Toxicity0.0018501282
Low Tox 0.03828422 Low Con 0.15
Aug 25, 2025 Why Canadians Are Turning Against …
Can we get a full series of interviews with the guy on the bike please
Can we get a full series of interviews with the guy on the bike please
Inside Canada's Indian Invasion... · 315: Cluster #314
Close reading → Video sentiment →
Identity Attack0.004069764
Insult0.012946909
Profanity0.017299367
Threat0.010110466
Severe Toxicity0.0016307831
Low Tox 0.03828422 Moderate Con 0.343
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This is what a government does when it wilfully manages the decline of its own nation for the benefit of the WEFs vision of the future.
This is what a government does when it wilfully manages the decline of its own nation for the benefit of the WEFs vision of the future.
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.009619443
Insult0.016784932
Profanity0.012414595
Threat0.0072882893
Severe Toxicity0.0011873245
Low Tox 0.038048524 Low Con 0.181
Sep 1, 2025 How Canada broke its immigration …
Which Canadians? I haven't seen a single person in public complain yet. Boomers love this 10x return on real estate same with their kids.
Which Canadians? I haven't seen a single person in public complain yet. Boomers love this 10x return on real estate same with their kids.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.01374736
Insult0.019161236
Profanity0.010604155
Threat0.006058442
Severe Toxicity0.0010633469
Low Tox 0.038048524 Moderate Con 0.483
Aug 29, 2025 Why Canadians Are Turning Against …
I would watch it, they might have cameras in that safe house
I would watch it, they might have cameras in that safe house
Inside Canada's Indian Invasion... · 302: Cluster #301
Close reading → Discourse → Video sentiment →
Identity Attack0.0055496786
Insult0.010894896
Profanity0.01893901
Threat0.013631714
Severe Toxicity0.0024986267
Low Tox 0.038048524 Low Con 0.25 Humor_Satire
Feb 9, 2026 Inside Canada's Indian Invasion...
Why did they close the program so abruptly?
Why did they close the program so abruptly?
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.002192123
Insult0.0154929245
Profanity0.01620627
Threat0.007521313
Severe Toxicity0.0011777878
Low Tox 0.038048524 Low Con 0.273
Nov 21, 2025 1 likes Quebec Ends Economic Immigration Program …
The way you got the same way you will lose it. I think it’s just a time of RETRIBUTION.
The way you got the same way you will lose it. I think it’s just a time of RETRIBUTION.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0021643746
Insult0.013782915
Profanity0.012517073
Threat0.0100069
Severe Toxicity0.0014209747
Low Tox 0.038048524 Low Con 0.234 Fear_Threat
Nov 27, 2025 1 likes Why Canadians Are Turning Against …
Mcloving it
Mcloving it
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.004402745
Insult0.015036922
Profanity0.025907494
Threat0.00933372
Severe Toxicity0.002374649
Low Tox 0.038048524 Low Con 0.268
Dec 30, 2025 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.