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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 1092 of 1230
I thought he was Paul Rudd
I thought he was Paul Rudd
Inside Canada's Indian Metropolis (Brampton) · 386: Cluster #385
Close reading → Video sentiment →
Identity Attack0.004328749
Insult0.012490907
Profanity0.015557245
Threat0.006977591
Severe Toxicity0.0010824203
Low Tox 0.02249265 Low Con 0.282
Jan 7, 2026 Inside Canada's Indian Metropolis (Brampton)
Now with a huge population it seems a vibrant place. Nothing really to complain about. Everyone can get by if they work hard.
Now with a huge population it seems a vibrant place. Nothing really to complain about. Everyone can get by if they work hard.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.004069764
Insult0.010666896
Profanity0.013576009
Threat0.007961469
Severe Toxicity0.001077652
Low Tox 0.02249265 Constructive 0.502 Solidarity
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
New Zealand is next
New Zealand is next
Inside Canada's Indian Invasion... · 31: Cluster #30
Close reading → Discourse → Video sentiment →
Identity Attack0.0073995716
Insult0.009982891
Profanity0.014771583
Threat0.008815889
Severe Toxicity0.0023174286
Low Tox 0.02249265 Low Con 0.281 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
BRAMPTON WOOOOO
BRAMPTON WOOOOO
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0032188136
Insult0.011730902
Profanity0.02071529
Threat0.0074306927
Severe Toxicity0.0025939941
Low Tox 0.02249265 Low Con 0.168 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I really liked this video. You showed many perspectives and respected peoples boundaries. Respect!
I really liked this video. You showed many perspectives and respected peoples boundaries. Respect!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.008065533
Insult0.009298887
Profanity0.020783609
Threat0.0100069
Severe Toxicity0.0023555756
Low Tox 0.02249265 Constructive 0.659
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Nice to see you promote gambling websites! Good job.
Nice to see you promote gambling websites! Good job.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.003385304
Insult0.010362893
Profanity0.014771583
Threat0.0076637166
Severe Toxicity0.0013637543
Low Tox 0.02249265 Low Con 0.276 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
They are smart people who are good at business they are not dangerous so they are not a threat to safety but they will literally own the whole town Don’t start thinking about moving away …
They are smart people who are good at business they are not dangerous so they are not a threat to safety but they will literally own the whole town Don’t start thinking about moving away because that’s how they will buy your house and business and so on and then that’s it they have the town
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0027563404
Insult0.0114269
Profanity0.013302735
Threat0.0071070488
Severe Toxicity0.001039505
Low Tox 0.02249265 Moderate Con 0.431 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
They are good people
They are good people
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0076585566
Insult0.010172892
Profanity0.018392462
Threat0.0086087575
Severe Toxicity0.0018024445
Low Tox 0.02249265 Moderate Con 0.428 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
YEET THE JEET
YEET THE JEET
Inside Canada's Indian Invasion... · 90: Cluster #89
Close reading → Discourse → Video sentiment →
Identity Attack0.0030708222
Insult0.0113889
Profanity0.021398475
Threat0.008686432
Severe Toxicity0.0023174286
Low Tox 0.02249265 Low Con 0.234 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Fake news
Fake news
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0007719642
Insult0.015627723
Profanity0.00005342368
Threat0.00008041661
Severe Toxicity0.000001975371
Low Tox 0.022417648
Apr 15, 2025 1 likes
Fake news
Fake news
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0007719642
Insult0.015627723
Profanity0.00005342368
Threat0.00008041661
Severe Toxicity0.000001975371
Low Tox 0.022417648
Apr 16, 2025 1 likes
Fake news
Fake news
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0007719642
Insult0.015627723
Profanity0.00005342368
Threat0.00008041661
Severe Toxicity0.000001975371
Low Tox 0.022417648
Apr 14, 2025 2 likes
Same thing is happening here in Australia, and New Zealand. Which are both constitutional monarchies just as Canada is.. It's no "coincidence"
Same thing is happening here in Australia, and New Zealand. Which are both constitutional monarchies just as Canada is.. It's no "coincidence"
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.00899048
Insult0.0115029
Profanity0.010501678
Threat0.006097279
Severe Toxicity0.0007581711
Low Tox 0.022374803 Moderate Con 0.478
Jan 27, 2026 Inside Canada's Indian Invasion...
They start in Brampton then spread across the country even way way up North, good luck getting a job, these people took all of the jobs we used to get to get experience and our …
They start in Brampton then spread across the country even way way up North, good luck getting a job, these people took all of the jobs we used to get to get experience and our first cars and our deposits for our first homes. Thanks Liberal government.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.005771666
Insult0.013288911
Profanity0.00995513
Threat0.0062137907
Severe Toxicity0.0008249283
Low Tox 0.022374803 Constructive 0.593
Nov 30, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank you for this video
Thank you for this video
Inside Canada's Indian Invasion... · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.007954539
Insult0.009640889
Profanity0.021056883
Threat0.010809537
Severe Toxicity0.002861023
Low Tox 0.022374803 Moderate Con 0.404 Solidarity
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I absolutely adore watching your content Tyler stay safe!!!
I absolutely adore watching your content Tyler stay safe!!!
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.005438685
Insult0.00983089
Profanity0.020510335
Threat0.009230154
Severe Toxicity0.0022697449
Low Tox 0.022374803 Constructive 0.524 Solidarity
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
PR push by the government
PR push by the government
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.005919657
Insult0.010666896
Profanity0.015147334
Threat0.007961469
Severe Toxicity0.0013065338
Low Tox 0.022374803 Low Con 0.19
Dec 26, 2025 Deportations From Canada at Their …
Why does Tim hortons have security?
Why does Tim hortons have security?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.002830336
Insult0.0118069025
Profanity0.010706633
Threat0.0064079775
Severe Toxicity0.0008869171
Low Tox 0.022374803 Low Con 0.205
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada has immigration officers?
Canada has immigration officers?
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.012240025
Insult0.009640889
Profanity0.010091767
Threat0.006084333
Severe Toxicity0.00084400177
Low Tox 0.022374803 Low Con 0.22 Humor_Satire
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Yeah..... Bye.
Yeah..... Bye.
2.9 million Canadian temporary visas expire in 2025-2026 · 47: Cluster #46
Close reading → Video sentiment →
Identity Attack0.0019701358
Insult0.010552894
Profanity0.015864678
Threat0.0077802283
Severe Toxicity0.0015830994
Low Tox 0.022374803 Moderate Con 0.392
Jan 17, 2026 2.9 million Canadian temporary visas …
O Cernadah
O Cernadah
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.003607291
Insult0.012110904
Profanity0.021740068
Threat0.0072882893
Severe Toxicity0.0015640259
Low Tox 0.022374803 Moderate Con 0.332
Jan 27, 2026 Inside Canada's Indian Invasion...
Finally someone that understands
Finally someone that understands
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0042547537
Insult0.010362893
Profanity0.015728042
Threat0.008168601
Severe Toxicity0.0014019012
Low Tox 0.022374803 Moderate Con 0.4 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Edison New jersey next
Edison New jersey next
Inside Canada's Indian Invasion... · 94: Cluster #93
Close reading → Discourse → Video sentiment →
Identity Attack0.006363631
Insult0.0107048955
Profanity0.015215653
Threat0.009048914
Severe Toxicity0.0018405914
Low Tox 0.022374803 Moderate Con 0.302 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Here , I pay taxes ,hige taxes ,and it's ok if it goes to the right person or branch of the government. Please investigate those who claim single mother status and those who are on …
Here , I pay taxes ,hige taxes ,and it's ok if it goes to the right person or branch of the government. Please investigate those who claim single mother status and those who are on welfare , having nice cars on welfare? 🤔
Quebec Ends Economic Immigration Program | Your Morning · 17: Cluster #16
Close reading → Video sentiment →
Identity Attack0.0060676485
Insult0.010932897
Profanity0.010194245
Threat0.005964585
Severe Toxicity0.0007247925
Low Tox 0.022374803 Constructive 0.589
Nov 23, 2025 Quebec Ends Economic Immigration Program …
Don't believe this. Carney is still bring more in.
Don't believe this. Carney is still bring more in.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0022568693
Insult0.012224905
Profanity0.0108774295
Threat0.006861079
Severe Toxicity0.0008392334
Low Tox 0.022374803 Low Con 0.25
Dec 28, 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.