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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 1177 of 1230
This is why our government services are maxed out, housing cost etc.. it affects everyone in Canada one way or another.
This is why our government services are maxed out, housing cost etc.. it affects everyone in Canada one way or another.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0034038029
Insult0.008253881
Profanity0.009212166
Threat0.00598724
Severe Toxicity0.0005221367
Low Tox 0.011874928 Constructive 0.542 Economic_Argument
Sep 30, 2025 1 likes IRCC Names India in Study …
Brampton, if anything is a success story.
Brampton, if anything is a success story.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0015261616
Insult0.008880884
Profanity0.010313802
Threat0.0064144502
Severe Toxicity0.00062942505
Low Tox 0.011874928 Low Con 0.254
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The “breaking point” was 5 years ago.
The “breaking point” was 5 years ago.
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0015909078
Insult0.007968879
Profanity0.010689554
Threat0.0064468146
Severe Toxicity0.00056505203
Low Tox 0.011874928 Low Con 0.226 Fear_Threat
Feb 12, 2026 Why Canada’s immigration system has …
Thank you for this Sir
Thank you for this Sir
Why Canadians Are Turning Against Immigrants. · 25: Cluster #24
Close reading → Video sentiment →
Identity Attack0.0034777985
Insult0.0077028773
Profanity0.0147374235
Threat0.008129764
Severe Toxicity0.0013256073
Low Tox 0.011874928 Moderate Con 0.401
Nov 21, 2025 1 likes Why Canadians Are Turning Against …
On the bright side. Canada should rise on the cricket world rankings.
On the bright side. Canada should rise on the cricket world rankings.
Inside Canada's Indian Invasion... · 36: Cluster #35
Close reading → Discourse → Video sentiment →
Identity Attack0.004347248
Insult0.00808288
Profanity0.010296722
Threat0.006492125
Severe Toxicity0.00071525574
Low Tox 0.011874928 Low Con 0.276 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
It has to change. These are issues that can be addresses right away.
It has to change. These are issues that can be addresses right away.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0032003147
Insult0.0074368757
Profanity0.012380436
Threat0.0074954215
Severe Toxicity0.0008010864
Low Tox 0.011874928 Low Con 0.262 Call_To_Action
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
You can start searching in Winnipeg.
You can start searching in Winnipeg.
IRCC Names India in Study Permit Fraud | … · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.0034038029
Insult0.0075698765
Profanity0.010518758
Threat0.007197669
Severe Toxicity0.00081062317
Low Tox 0.011874928 Low Con 0.252 Question
Oct 21, 2025 1 likes IRCC Names India in Study …
Michelle you are amazing. Keep up the great work :)
Michelle you are amazing. Keep up the great work :)
IRCC Names India in Study Permit Fraud | … · 92: Cluster #91
Close reading → Discourse → Video sentiment →
Identity Attack0.0033298072
Insult0.007892879
Profanity0.013302735
Threat0.007249452
Severe Toxicity0.0011348724
Low Tox 0.011874928 Moderate Con 0.47 Solidarity
Sep 29, 2025 IRCC Names India in Study …
is there a way to get pdf of these questions
is there a way to get pdf of these questions
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 330: Cluster #329
Close reading → Video sentiment →
Identity Attack0.003348306
Insult0.007018873
Profanity0.013985921
Threat0.0077284453
Severe Toxicity0.0010728836
Low Tox 0.011874928 Low Con 0.286
Aug 24, 2025 Canadian Citizenship Test 2025 – …
Goodluck Canada 😂
Goodluck Canada 😂
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.0039957687
Insult0.00821588
Profanity0.013336895
Threat0.006822242
Severe Toxicity0.0013828278
Low Tox 0.011874928 Moderate Con 0.382 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada needs to step back and reassess the plan for immigration and refugees. Housing, jobs, healthcare, education, cost of living, and in general all resources are already strained. We need to prioritize the application for …
Canada needs to step back and reassess the plan for immigration and refugees. Housing, jobs, healthcare, education, cost of living, and in general all resources are already strained. We need to prioritize the application for citizenship of trained and educated workers that are needed and will benefit our economy.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0057346676
Insult0.0075698765
Profanity0.009015751
Threat0.0061749537
Severe Toxicity0.0005865097
Low Tox 0.011874928 Constructive 0.577
Nov 27, 2025 Quebec Ends Economic Immigration Program …
Why bother to visit the States? These Americans, especially Trump, does not want tourists anymore.
Why bother to visit the States? These Americans, especially Trump, does not want tourists anymore.
· 37: Cluster #36
Close reading → Video sentiment →
Identity Attack0.003695145
Insult0.0033233562
Profanity0.000036942783
Threat0.00007757982
Severe Toxicity0.0000020937607
Low Tox 0.011851937
Dec 8, 2025
They are not missing. You can find all those students in Wendy’s, Tim Hortons and so on
They are not missing. You can find all those students in Wendy’s, Tim Hortons and so on
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0029043318
Insult0.008386881
Profanity0.0113727385
Threat0.00666042
Severe Toxicity0.00067710876
Low Tox 0.011812098 Moderate Con 0.379
Sep 29, 2025 IRCC Names India in Study …
Well fYI any FEDERAL assistance is tax payer money...Whether it be healthcare or language assistance.
Well fYI any FEDERAL assistance is tax payer money...Whether it be healthcare or language assistance.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0020996283
Insult0.008519882
Profanity0.00950252
Threat0.005644177
Severe Toxicity0.00046730042
Low Tox 0.011812098 Low Con 0.3
Jun 28, 2019 How much do refugees and …
Sounds great! I'm so glad I came to Canada
Sounds great! I'm so glad I came to Canada
Canada’s new rules in 2026 · 28: Cluster #27
Close reading → Discourse → Video sentiment →
Identity Attack0.0048837173
Insult0.0074558756
Profanity0.012892825
Threat0.007145886
Severe Toxicity0.0009870529
Low Tox 0.011812098 Constructive 0.567 Solidarity
Jan 11, 2026 1 likes Canada’s new rules in 2026
Thank you very much, my exam was today and I passed 19/20 ❤
Thank you very much, my exam was today and I passed 19/20 ❤
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.0034038029
Insult0.007360875
Profanity0.014190876
Threat0.0074306927
Severe Toxicity0.0011301041
Low Tox 0.011812098 Constructive 0.551 Meta_Commentary
Jul 29, 2025 5 likes Canadian Citizenship Test 2025 – …
Amazing to see tax working
Amazing to see tax working
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0019886347
Insult0.008253881
Profanity0.010945748
Threat0.0061749537
Severe Toxicity0.0007915497
Low Tox 0.011812098 Moderate Con 0.348
Dec 28, 2025 Deportations From Canada at Their …
As a Montrealer I know exactly where this is.
As a Montrealer I know exactly where this is.
Inside Canada's Indian Invasion... · 192: Cluster #191
Close reading → Discourse → Video sentiment →
Identity Attack0.0034777985
Insult0.0075888764
Profanity0.010689554
Threat0.0065115434
Severe Toxicity0.0006914139
Low Tox 0.011812098 Moderate Con 0.496 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
As a Canadian, I can definitely confirm this is true.
As a Canadian, I can definitely confirm this is true.
Inside Canada's Indian Invasion... · 335: Cluster #334
Close reading → Discourse → Video sentiment →
Identity Attack0.0068446035
Insult0.0072848746
Profanity0.0108774295
Threat0.006304411
Severe Toxicity0.0008201599
Low Tox 0.011812098 Constructive 0.509 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Thanku for step by step guide
Thanku for step by step guide
Inside Canada's Indian Invasion... · 64: Cluster #63
Close reading → Discourse → Video sentiment →
Identity Attack0.0029043318
Insult0.007968879
Profanity0.013917602
Threat0.0077672824
Severe Toxicity0.0012302399
Low Tox 0.011749268 Moderate Con 0.463 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Hi is there a pdf file for this?
Hi is there a pdf file for this?
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 330: Cluster #329
Close reading → Discourse → Video sentiment →
Identity Attack0.0032743104
Insult0.007341875
Profanity0.014976538
Threat0.008531082
Severe Toxicity0.0013160706
Low Tox 0.011749268 Moderate Con 0.317 Question
Jul 1, 2025 1 likes Canadian Citizenship Test 2025 – …
Thanks for showing the positive sides as well.
Thanks for showing the positive sides as well.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0032928092
Insult0.007835878
Profanity0.012141321
Threat0.007197669
Severe Toxicity0.00091552734
Low Tox 0.011749268 Moderate Con 0.487
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Brangladesh
Brangladesh
Inside Canada's Indian Metropolis (Brampton) · 206: Cluster #205
Close reading → Discourse → Video sentiment →
Identity Attack0.006178642
Insult0.008747884
Profanity0.016752819
Threat0.007637825
Severe Toxicity0.0012969971
Low Tox 0.011749268 Moderate Con 0.306 Meta_Commentary
Nov 2, 2025 Inside Canada's Indian Metropolis (Brampton)
GOOD! Money spent is Money saved!!!! This is the best news ive seen in months.
GOOD! Money spent is Money saved!!!! This is the best news ive seen in months.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0012301788
Insult0.008272881
Profanity0.0103992
Threat0.006110225
Severe Toxicity0.000667572
Low Tox 0.011749268 Moderate Con 0.5
Dec 28, 2025 Deportations From Canada at Their …
Respect for the bike open honesty and it's facts as well
Respect for the bike open honesty and it's facts as well
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Video sentiment →
Identity Attack0.0024418586
Insult0.0074178753
Profanity0.0118338885
Threat0.006550381
Severe Toxicity0.0007534027
Low Tox 0.011749268 Constructive 0.541
Jan 27, 2026 4 likes 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.