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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 1091 of 1230
Beyond comprehension.
Beyond comprehension.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0008185776
Insult0.013288911
Profanity0.010160086
Threat0.005919275
Severe Toxicity0.00061511993
Low Tox 0.022610499 Moderate Con 0.376 Meta_Commentary
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
I live in Alberta Canada and they are everywhere fr
I live in Alberta Canada and they are everywhere fr
Inside Canada's Indian Invasion... · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.008916483
Insult0.010286893
Profanity0.017845914
Threat0.0076637166
Severe Toxicity0.001745224
Low Tox 0.022610499 Moderate Con 0.453 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
'we don't have that'. 'we don't know'. same old same old.
'we don't have that'. 'we don't know'. same old same old.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0026823445
Insult0.011958904
Profanity0.010569996
Threat0.006265574
Severe Toxicity0.00068187714
Low Tox 0.022610499 Low Con 0.257
Sep 30, 2025 IRCC Names India in Study …
If housing, healthcare, and infrastructure can’t keep up, the issue is capacity and planning—not the nationality of newcomers.
If housing, healthcare, and infrastructure can’t keep up, the issue is capacity and planning—not the nationality of newcomers.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.010211408
Insult0.00983089
Profanity0.00950252
Threat0.006492125
Severe Toxicity0.00084877014
Low Tox 0.022610499 Moderate Con 0.355 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
HOPE TRUMP SEE'"s this !!!!!
HOPE TRUMP SEE'"s this !!!!!
Inside Canada's Indian Invasion... · 112: Cluster #111
Close reading → Discourse → Video sentiment →
Identity Attack0.002885833
Insult0.010590895
Profanity0.013200258
Threat0.0082074385
Severe Toxicity0.0015068054
Low Tox 0.022610499 Low Con 0.226 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Very powerful start
Very powerful start
Canada’s new rules in 2026 · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.004162259
Insult0.00971689
Profanity0.017026093
Threat0.009230154
Severe Toxicity0.0016975403
Low Tox 0.022610499 Moderate Con 0.356
Jan 14, 2026 Canada’s new rules in 2026
I complain about getting waiting on CT scans and MRI scans appointments 4-5 weeks outs here in the USA. But 13 months for an appointment! That just makes no sense to live like that.
I complain about getting waiting on CT scans and MRI scans appointments 4-5 weeks outs here in the USA. But 13 months for an appointment! That just makes no sense to live like that.
Why Canadians Are Turning Against Immigrants. · 91: Cluster #90
Close reading → Video sentiment →
Identity Attack0.002293867
Insult0.011274899
Profanity0.012482914
Threat0.006375613
Severe Toxicity0.00074386597
Low Tox 0.022610499 Constructive 0.6
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
Unlike the king's daughters, these people came with visas. Some came to study, some to work, and others came here as permanent residents. What kind of visas did the king's daughters hold? They were sent …
Unlike the king's daughters, these people came with visas. Some came to study, some to work, and others came here as permanent residents. What kind of visas did the king's daughters hold? They were sent here to do what? What visas did the convicts shipped by Britain and France to North America have?
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0075105648
Insult0.010400894
Profanity0.010945748
Threat0.0062008454
Severe Toxicity0.0007581711
Low Tox 0.022610499 Moderate Con 0.437 Comparative_Framing
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Can-India…..
Can-India…..
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.012842959
Insult0.012148905
Profanity0.017982552
Threat0.007262398
Severe Toxicity0.0018596649
Low Tox 0.022610499 Moderate Con 0.318 Meta_Commentary
Oct 7, 2025 1 likes Why Canadians Are Turning Against …
Good ol' Scamada!
Good ol' Scamada!
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00258985
Insult0.012946909
Profanity0.015454767
Threat0.0069387536
Severe Toxicity0.0012159348
Low Tox 0.022610499 Low Con 0.281 Humor_Satire
Feb 18, 2026 10 likes Canadian immigration officers investigating hundreds …
Punjab and india are not different india is Punjab and Punjab is india🇮🇳🇮🇳🇮🇳🇮🇳
Punjab and india are not different india is Punjab and Punjab is india🇮🇳🇮🇳🇮🇳🇮🇳
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.014249804
Insult0.0113509
Profanity0.015488927
Threat0.007573096
Severe Toxicity0.0020694733
Low Tox 0.022610499 Moderate Con 0.319 Identity_Assertion
Mar 3, 2026 Inside Canada's Indian Invasion...
BASED journalism at its finest folks.
BASED journalism at its finest folks.
Inside Canada's Indian Invasion... · 61: Cluster #60
Close reading → Discourse → Video sentiment →
Identity Attack0.0034962974
Insult0.012642908
Profanity0.010723713
Threat0.0063497215
Severe Toxicity0.0007581711
Low Tox 0.022610499 Moderate Con 0.33 Meta_Commentary
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
So what incentive do they get to work, or what about the ones that never will work Also worth noting is most of these claims won't be heard for over 10 years with the back …
So what incentive do they get to work, or what about the ones that never will work Also worth noting is most of these claims won't be heard for over 10 years with the back log they have
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0024048607
Insult0.011730902
Profanity0.0113215
Threat0.006304411
Severe Toxicity0.0006866455
Low Tox 0.022610499 Moderate Con 0.362
Aug 22, 2018 How much do refugees and …
Even homeless shelters are cleaner than that house..hotel.. hostel like situation..
Even homeless shelters are cleaner than that house..hotel.. hostel like situation..
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0026083488
Insult0.012604907
Profanity0.009869732
Threat0.005922511
Severe Toxicity0.00072956085
Low Tox 0.022610499 Moderate Con 0.31 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I took my test today (07/16/25) and I scored 20/20. This video was super helpful. I read the guide book, then went through the video twice from start to the end (yesterday and today). Thanks …
I took my test today (07/16/25) and I scored 20/20. This video was super helpful. I read the guide book, then went through the video twice from start to the end (yesterday and today). Thanks a lot to the person(s) that put the video together.
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.0073255757
Insult0.009108886
Profanity0.02071529
Threat0.010550622
Severe Toxicity0.0021648407
Low Tox 0.022610499 Constructive 0.654 Meta_Commentary
Jul 16, 2025 12 likes Canadian Citizenship Test 2025 – …
Я не совсем понял как индусы, добираются в Канаду через учебные визы поддельных университетов, если их могут давать только ОКРЕДИТОВАННЫЕ учебные заведения, или в Канаде окредитацию раздают на право, и на лево?
Я не совсем понял как индусы, добираются в Канаду через учебные визы поддельных университетов, если их могут давать только ОКРЕДИТОВАННЫЕ учебные заведения, или в Канаде окредитацию раздают на право, и на лево?
Inside Canada's Indian Invasion... · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.0075845607
Insult0.01648093
Profanity0.017572641
Threat0.0054062987
Severe Toxicity0.0011253357
Low Tox 0.022610499 Moderate Con 0.35 Question
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
We take the best Canada can have the rest.
We take the best Canada can have the rest.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00899048
Insult0.010932897
Profanity0.010552917
Threat0.0074436385
Severe Toxicity0.0012302399
Low Tox 0.02249265 Moderate Con 0.37
Nov 24, 2025 Quebec Ends Economic Immigration Program …
They should do that in all of Canada
They should do that in all of Canada
Quebec Ends Economic Immigration Program | Your Morning · 144: Cluster #143
Close reading → Discourse → Video sentiment →
Identity Attack0.0091384705
Insult0.008405882
Profanity0.01265371
Threat0.010084574
Severe Toxicity0.0017738342
Low Tox 0.02249265 Low Con 0.252 Call_To_Action
Dec 5, 2025 Quebec Ends Economic Immigration Program …
Do Maryland next
Do Maryland next
Inside Canada's Indian Invasion... · 94: Cluster #93
Close reading → Discourse → Video sentiment →
Identity Attack0.00673361
Insult0.00971689
Profanity0.014839902
Threat0.008634649
Severe Toxicity0.001745224
Low Tox 0.02249265 Moderate Con 0.344 Question
Feb 26, 2026 Inside Canada's Indian Invasion...
Tyler I appreciate your on the ground journalism. I know rage baiting gets the views etc.. in these times, it would be nice for you to release a video relating to unity and love though. …
Tyler I appreciate your on the ground journalism. I know rage baiting gets the views etc.. in these times, it would be nice for you to release a video relating to unity and love though. With your audience I think it could be very impactful. You have a voice you can use for good as well. Just a thought ❤
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0043657473
Insult0.011578901
Profanity0.015659723
Threat0.0074824756
Severe Toxicity0.0010585785
Low Tox 0.02249265 Constructive 0.789 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Until the provinces can build the healthcare and longterm bed infratructure to meet our current demands, the border should be closed. A huge shortage of physicians and no infrastructure has crippled our healthcare system with …
Until the provinces can build the healthcare and longterm bed infratructure to meet our current demands, the border should be closed. A huge shortage of physicians and no infrastructure has crippled our healthcare system with our current population.
New rules, regulations take effect across Canada · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.0040327664
Insult0.0114649
Profanity0.011389818
Threat0.0066668927
Severe Toxicity0.00076293945
Low Tox 0.02249265 Constructive 0.523 Policy_Critique
Jan 3, 2026 New rules, regulations take effect …
You forgot to mention they increased the payroll tax which makes the tax cut null and worse you will still pay more tax this year
You forgot to mention they increased the payroll tax which makes the tax cut null and worse you will still pay more tax this year
Canada’s new rules in 2026 · 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.0014336669
Insult0.013516913
Profanity0.01128734
Threat0.0061231707
Severe Toxicity0.0008010864
Low Tox 0.02249265 Moderate Con 0.325
Jan 15, 2026 2 likes Canada’s new rules in 2026
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)
Camera? They record themselves as proof ofnthe job getting done to get paid. Nothing new here.
Camera? They record themselves as proof ofnthe job getting done to get paid. Nothing new here.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0017758971
Insult0.011768902
Profanity0.010433359
Threat0.0067251488
Severe Toxicity0.0007915497
Low Tox 0.02249265 Low Con 0.185 Meta_Commentary
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Unreal
Unreal
Inside Canada's Indian Invasion... · 184: Cluster #183
Close reading → Video sentiment →
Identity Attack0.002626848
Insult0.010400894
Profanity0.015079016
Threat0.006822242
Severe Toxicity0.0010919571
Low Tox 0.02249265 Moderate Con 0.458
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.