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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 1051 of 1230
Torontonian here. Love the vid man. Love your content usually but i very much love how youre covering the brampton situation. ❤
Torontonian here. Love the vid man. Love your content usually but i very much love how youre covering the brampton situation. ❤
Inside Canada's Indian Invasion... · 224: Cluster #223
Close reading → Discourse → Video sentiment →
Identity Attack0.010803374
Insult0.011692902
Profanity0.019348921
Threat0.009230154
Severe Toxicity0.0017261505
Low Tox 0.027913637 Constructive 0.604 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
brother ur in Brampton that's pretty awesome wish i could meet you buddy cheers!!
brother ur in Brampton that's pretty awesome wish i could meet you buddy cheers!!
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0076215584
Insult0.0116169015
Profanity0.02030538
Threat0.009799767
Severe Toxicity0.00207901
Low Tox 0.027913637 Constructive 0.658 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Literally yesterday I was thinking of visiting Canada Montreal and now this vid pops up 😮
Literally yesterday I was thinking of visiting Canada Montreal and now this vid pops up 😮
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008065533
Insult0.011008898
Profanity0.019075647
Threat0.008103873
Severe Toxicity0.0019741058
Low Tox 0.027913637 Moderate Con 0.432 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Notice how the media frames things to try and push their agenda and narrative.
Notice how the media frames things to try and push their agenda and narrative.
Canada's tighter immigration policy divides the country • … · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.003921773
Insult0.014124917
Profanity0.010689554
Threat0.00704232
Severe Toxicity0.00081539154
Low Tox 0.027913637 Low Con 0.174 Meta_Commentary
Feb 11, 2026 3 likes Canada's tighter immigration policy divides …
Will never go to the USA
Will never go to the USA
· 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.005698078
Insult0.0034665603
Profanity0.00013810494
Threat0.0025330046
Severe Toxicity0.000005706226
Low Tox 0.027837668 Comparative_Framing
Dec 9, 2025
Just as I was about to flee England for Canada 😭
Just as I was about to flee England for Canada 😭
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.016058605
Insult0.010058892
Profanity0.010945748
Threat0.007249452
Severe Toxicity0.0013256073
Low Tox 0.02779579 Moderate Con 0.388
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Decently based bike guy. More canadians need to be like him, but further in defence of the land.
Decently based bike guy. More canadians need to be like him, but further in defence of the land.
Inside Canada's Indian Invasion... · 68: Cluster #67
Close reading → Discourse → Video sentiment →
Identity Attack0.008324518
Insult0.01625293
Profanity0.010108846
Threat0.0066927844
Severe Toxicity0.0009393692
Low Tox 0.02779579 Constructive 0.53 Identity_Assertion
Mar 2, 2026 Inside Canada's Indian Invasion...
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains …
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains from international tuition fees. Young labor to support aging populations. Potential future immigrants who are already educated and adapted to the country. Governments often design these systems intentionally — international students are part of their immigration and economic growth strategies, not just passive victims or actors. India has a massive, educated, English-speaking population. India has the largest pool of college graduates who are English-proficient, making them eligible and attractive for global mobility. Canadian colleges and universities actively recruit in India because it's a guaranteed market. Some Canadians have prioritized volume over quality, which has led to systemic issues. You are not alone England, Australia and New Zealand are milking Indians too
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.011321344
Insult0.013592913
Profanity0.011765569
Threat0.0063885585
Severe Toxicity0.0011014938
Low Tox 0.02779579 Constructive 0.646
Oct 2, 2025 IRCC Names India in Study …
Let’s go finally
Let’s go finally
Inside Canada's Indian Invasion... · 284: Cluster #283
Close reading → Discourse → Video sentiment →
Identity Attack0.0052906936
Insult0.009868891
Profanity0.019143965
Threat0.011586283
Severe Toxicity0.0022506714
Low Tox 0.02779579 Moderate Con 0.39 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I was born and raised in Canada. Can I claim that I'm a refugee and live better than I am now?
I was born and raised in Canada. Can I claim that I'm a refugee and live better than I am now?
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.016762028
Insult0.010286893
Profanity0.010911589
Threat0.0061037517
Severe Toxicity0.0010490417
Low Tox 0.02779579 Constructive 0.526 Question
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Mashallah Punjabi folk , what a lovely community , I bet u guys are serving CANADA well , RAB DUNYA DA MALIK HAI OR KOI NAHI❤❤❤
Mashallah Punjabi folk , what a lovely community , I bet u guys are serving CANADA well , RAB DUNYA DA MALIK HAI OR KOI NAHI❤❤❤
Inside Canada's Indian Invasion... · 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.014149316
Insult0.020966014
Profanity0.024541125
Threat0.008362788
Severe Toxicity0.0035476685
Low Tox 0.02779579 Constructive 0.53 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Make Canada CANADIAN again
Make Canada CANADIAN again
IRCC Names India in Study Permit Fraud | … · 394: Cluster #393
Close reading → Video sentiment →
Identity Attack0.014149316
Insult0.010818896
Profanity0.013336895
Threat0.007586042
Severe Toxicity0.0018978119
Low Tox 0.02779579 Low Con 0.245
Nov 5, 2025 IRCC Names India in Study …
Did you say "native Canadians"?
Did you say "native Canadians"?
Inside Canada's Indian Invasion... · 290: Cluster #289
Close reading → Discourse → Video sentiment →
Identity Attack0.019977676
Insult0.010932897
Profanity0.010894509
Threat0.0059969495
Severe Toxicity0.0010824203
Low Tox 0.02779579 Low Con 0.284 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada's immigration system was never ideal. Even in the 1970's the govt. never knew who was enteringband leaving the country.
Canada's immigration system was never ideal. Even in the 1970's the govt. never knew who was enteringband leaving the country.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.010137413
Insult0.013402912
Profanity0.009246326
Threat0.006045496
Severe Toxicity0.0007247925
Low Tox 0.02779579 Moderate Con 0.424 Policy_Critique
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
This is why managing immigration is very important. Rapid demographic change is very disruptive. it's the government's job to manage the flow of immigration better. Of course the Canadian government under Trudeau did the exact …
This is why managing immigration is very important. Rapid demographic change is very disruptive. it's the government's job to manage the flow of immigration better. Of course the Canadian government under Trudeau did the exact opposite of that.
Inside Canada's Indian Metropolis (Brampton) · 15: Cluster #14
Close reading → Video sentiment →
Identity Attack0.00880549
Insult0.013516913
Profanity0.009442741
Threat0.0061749537
Severe Toxicity0.00071048737
Low Tox 0.02779579 Constructive 0.584
Sep 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Bahahahahaha. Look in Regina sask 🎯🎯🎯🎯👏🏼🥳
Bahahahahaha. Look in Regina sask 🎯🎯🎯🎯👏🏼🥳
IRCC Names India in Study Permit Fraud | … · 42: Cluster #41
Close reading → Video sentiment →
Identity Attack0.003903274
Insult0.017088935
Profanity0.020100424
Threat0.0066927844
Severe Toxicity0.0018787384
Low Tox 0.02779579 Low Con 0.258
Oct 11, 2025 IRCC Names India in Study …
You are my favourite YouTuber
You are my favourite YouTuber
Inside Canada's Indian Invasion... · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.008250522
Insult0.011274899
Profanity0.023174755
Threat0.010162249
Severe Toxicity0.002784729
Low Tox 0.02779579 Moderate Con 0.463 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
I passed my test on August 1st till today September 5th i have not yet been invited for the ceremony is that normal?😢😢😢
I passed my test on August 1st till today September 5th i have not yet been invited for the ceremony is that normal?😢😢😢
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0039587705
Insult0.0096028885
Profanity0.015557245
Threat0.007534259
Severe Toxicity0.0014972687
Low Tox 0.02779579 Moderate Con 0.486 Question
Sep 5, 2025 1 likes Canadian Citizenship Test 2025 – …
🪳
🪳
Inside Canada's Indian Metropolis (Brampton)
Close reading → Video sentiment →
Identity Attack0.0043102503
Insult0.012414906
Profanity0.02208166
Threat0.008103873
Severe Toxicity0.0019931793
Low Tox 0.02779579 Moderate Con 0.305
Oct 18, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
i liked when the GTA actually felt diverse
i liked when the GTA actually felt diverse
Inside Canada's Indian Metropolis (Brampton) · 300: Cluster #299
Close reading → Discourse → Video sentiment →
Identity Attack0.009989422
Insult0.011160898
Profanity0.018802373
Threat0.008285114
Severe Toxicity0.0019168854
Low Tox 0.02779579 Moderate Con 0.313 Identity_Assertion
Dec 18, 2025 Inside Canada's Indian Metropolis (Brampton)
Finally a good move. About time the rest of Canada follows for the sake of all Canadians.
Finally a good move. About time the rest of Canada follows for the sake of all Canadians.
Quebec Ends Economic Immigration Program | Your Morning · 144: Cluster #143
Close reading → Discourse → Video sentiment →
Identity Attack0.014048826
Insult0.011312899
Profanity0.009784333
Threat0.008103873
Severe Toxicity0.0011062622
Low Tox 0.02779579 Moderate Con 0.409 Policy_Critique
Nov 24, 2025 Quebec Ends Economic Immigration Program …
She is a great minister compared to some of the other liberal ministers like minister of safety, minister of finance or Skid Mark Miller or others
She is a great minister compared to some of the other liberal ministers like minister of safety, minister of finance or Skid Mark Miller or others
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0045322375
Insult0.015720926
Profanity0.011065305
Threat0.0062332097
Severe Toxicity0.0006532669
Low Tox 0.02779579 Moderate Con 0.379 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I will believe it when I see it! I am not seeing it!
I will believe it when I see it! I am not seeing it!
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0040512653
Insult0.010628895
Profanity0.016616182
Threat0.008246276
Severe Toxicity0.0013160706
Low Tox 0.02779579 Low Con 0.259
Dec 28, 2025 Deportations From Canada at Their …
8:25 I agree with that guy
8:25 I agree with that guy
Inside Canada's Indian Invasion... · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.00776955
Insult0.010932897
Profanity0.020851927
Threat0.009592636
Severe Toxicity0.0023651123
Low Tox 0.02779579 Moderate Con 0.489 Meta_Commentary
Jan 27, 2026 6 likes Inside Canada's Indian Invasion...
Only in Canada!
Only in Canada!
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.020178653
Insult0.0107048955
Profanity0.010467518
Threat0.006330303
Severe Toxicity0.0013923645
Low Tox 0.02779579 Moderate Con 0.327
Nov 20, 2025 14 likes Thousands of refugees allowed into …
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.