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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 1111 of 1230
Put a limit per country ....problem fixed. You're welcome
Put a limit per country ....problem fixed. You're welcome
IRCC Names India in Study Permit Fraud | … · 43: Cluster #42
Close reading → Discourse → Video sentiment →
Identity Attack0.006622616
Insult0.008291881
Profanity0.010569996
Threat0.0071199946
Severe Toxicity0.0010061264
Low Tox 0.020231359 Low Con 0.209 Policy_Critique
Oct 22, 2025 IRCC Names India in Study …
Go India 😂😂😂😂😂😂
Go India 😂😂😂😂😂😂
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.011543332
Insult0.013896915
Profanity0.019280603
Threat0.008815889
Severe Toxicity0.002746582
Low Tox 0.020231359 Moderate Con 0.328
Dec 28, 2025 Inside Canada's Indian Metropolis (Brampton)
AHHH
AHHH
Inside Canada's Indian Invasion... · 174: Cluster #173
Close reading → Video sentiment →
Identity Attack0.0029783275
Insult0.009317887
Profanity0.017367685
Threat0.007145886
Severe Toxicity0.0014591217
Low Tox 0.020231359 Constructive 0.501
Jan 27, 2026 Inside Canada's Indian Invasion...
Are you still in Ontario
Are you still in Ontario
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.006363631
Insult0.010590895
Profanity0.010996987
Threat0.006738094
Severe Toxicity0.0009822845
Low Tox 0.020231359 Moderate Con 0.348
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
1st = CBSA, IRCC, CRA, RCMP = track all Immigrations and Visas entry.
1st = CBSA, IRCC, CRA, RCMP = track all Immigrations and Visas entry.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.010211408
Insult0.008557882
Profanity0.010023449
Threat0.0066086366
Severe Toxicity0.00096321106
Low Tox 0.020231359 Low Con 0.298 Question
Feb 19, 2026 Canadian immigration officers investigating hundreds …
Tyler come to Buffalo NY across the boarder from Ontario CA
Tyler come to Buffalo NY across the boarder from Ontario CA
Inside Canada's Indian Invasion... · 72: Cluster #71
Close reading → Discourse → Video sentiment →
Identity Attack0.0043102503
Insult0.010742896
Profanity0.0138151245
Threat0.007741391
Severe Toxicity0.001168251
Low Tox 0.020231359 Moderate Con 0.366 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
I like all you video Tyler👍👏
I like all you video Tyler👍👏
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Video sentiment →
Identity Attack0.005956655
Insult0.010400894
Profanity0.02071529
Threat0.0091524795
Severe Toxicity0.0025367737
Low Tox 0.020231359 Moderate Con 0.48
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
And Americans wonder why Canadians are not visiting their country
And Americans wonder why Canadians are not visiting their country
· 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.025303142
Insult0.0029512485
Profanity0.000048159556
Threat0.00017684611
Severe Toxicity0.000004403729
Low Tox 0.02013669
Dec 8, 2025 16 likes
Pretty sure I'm not legally allowed to say what I actually think about this topic here in Canada but I must say I very much appreciate this video. Thank you!
Pretty sure I'm not legally allowed to say what I actually think about this topic here in Canada but I must say I very much appreciate this video. Thank you!
Inside Canada's Indian Invasion... · 96: Cluster #95
Close reading → Discourse → Video sentiment →
Identity Attack0.009989422
Insult0.009184887
Profanity0.013473531
Threat0.0072365063
Severe Toxicity0.0011301041
Low Tox 0.0201057 Constructive 0.607 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Bye!
Bye!
Canada's tighter immigration policy divides the country • … · 47: Cluster #46
Close reading → Video sentiment →
Identity Attack0.0027008436
Insult0.0103248935
Profanity0.015010698
Threat0.007793174
Severe Toxicity0.001411438
Low Tox 0.0201057 Constructive 0.504
Feb 25, 2026 Canada's tighter immigration policy divides …
This is an amazing video, thank you so much for creating and sharing it! It was really helpful in studying for the test!
This is an amazing video, thank you so much for creating and sharing it! It was really helpful in studying for the test!
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Video sentiment →
Identity Attack0.0068076057
Insult0.009032886
Profanity0.021125201
Threat0.010369381
Severe Toxicity0.0023651123
Low Tox 0.0201057 Constructive 0.57
Apr 17, 2025 16 likes Canadian Citizenship Test 2025 – …
They must be working in Dhaba’s in Brampton, Kanneda
They must be working in Dhaba’s in Brampton, Kanneda
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.004846719
Insult0.011008898
Profanity0.013439372
Threat0.007262398
Severe Toxicity0.0011062622
Low Tox 0.0201057 Low Con 0.236
Sep 29, 2025 IRCC Names India in Study …
“They would be tracking, if they thought it was necessary
“They would be tracking, if they thought it was necessary
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0039402717
Insult0.008538882
Profanity0.014498309
Threat0.00951496
Severe Toxicity0.0013256073
Low Tox 0.0201057 Low Con 0.234 Meta_Commentary
Nov 24, 2025 IRCC Names India in Study …
No way i didn’t believe he would do it but he did!!
No way i didn’t believe he would do it but he did!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0024048607
Insult0.009393888
Profanity0.014395831
Threat0.007353018
Severe Toxicity0.0011396408
Low Tox 0.0201057 Moderate Con 0.415
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is worth it now. In the future?
Canada is worth it now. In the future?
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.007917541
Insult0.009184887
Profanity0.010655395
Threat0.0069905366
Severe Toxicity0.0010299683
Low Tox 0.0201057 Moderate Con 0.336 Question
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
As long as you keep voting liberal, this is the kind of minister the liberal party will keep in important positions ?
As long as you keep voting liberal, this is the kind of minister the liberal party will keep in important positions ?
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 46: Cluster #45
Close reading → Discourse → Video sentiment →
Identity Attack0.0058826595
Insult0.010742896
Profanity0.010535837
Threat0.0064532873
Severe Toxicity0.0007009506
Low Tox 0.0201057 Low Con 0.255 Call_To_Action
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
They forced us out of the community in those parts of Canada... There are next to zero job opportunities nor housing left to buy...
They forced us out of the community in those parts of Canada... There are next to zero job opportunities nor housing left to buy...
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00776955
Insult0.010286893
Profanity0.009596458
Threat0.006492125
Severe Toxicity0.00081539154
Low Tox 0.0201057 Moderate Con 0.411 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Ty
Ty
Inside Canada's Indian Invasion...
Close reading → Video sentiment →
Identity Attack0.0035702933
Insult0.010742896
Profanity0.019007329
Threat0.007754337
Severe Toxicity0.0015926361
Low Tox 0.0201057 Moderate Con 0.417
Jan 27, 2026 Inside Canada's Indian Invasion...
The most based content on the Tube. Pray for Buckingham.
The most based content on the Tube. Pray for Buckingham.
Inside Canada's Indian Invasion... · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.0034038029
Insult0.010058892
Profanity0.012175481
Threat0.00780612
Severe Toxicity0.001039505
Low Tox 0.0201057 Moderate Con 0.36 Meta_Commentary
Feb 15, 2026 Inside Canada's Indian Invasion...
Do you link to this pdf or can you share ? It’s for people who cannot watch 2hrs. Thanks
Do you link to this pdf or can you share ? It’s for people who cannot watch 2hrs. Thanks
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 330: Cluster #329
Close reading → Discourse → Video sentiment →
Identity Attack0.0038477771
Insult0.009488888
Profanity0.01354185
Threat0.0074436385
Severe Toxicity0.000910759
Low Tox 0.0201057 Moderate Con 0.45 Question
Sep 14, 2025 Canadian Citizenship Test 2025 – …
Wow 😢
Wow 😢
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00258985
Insult0.0096028885
Profanity0.015659723
Threat0.0071717775
Severe Toxicity0.0014686584
Low Tox 0.0201057 Moderate Con 0.483
Oct 7, 2025 IRCC Names India in Study …
Michelle, you know that you didn’t ask for this information prior to the meeting. They are trip questions that are ongoing. Yes it’s important to know but the people may be in different areas such …
Michelle, you know that you didn’t ask for this information prior to the meeting. They are trip questions that are ongoing. Yes it’s important to know but the people may be in different areas such as law enforcement. Each city town and borough has that information. Had the rolls been reversed you would not have faired any better. Not make a major public statement? Yes you did.
IRCC Names India in Study Permit Fraud | … · 134: Cluster #133
Close reading → Video sentiment →
Identity Attack0.0014244175
Insult0.013174911
Profanity0.010006369
Threat0.0059678215
Severe Toxicity0.00059843063
Low Tox 0.0201057 Constructive 0.671
Sep 29, 2025 IRCC Names India in Study …
I need to hear a dollar figure to trust what you report. Verify with data.
I need to hear a dollar figure to trust what you report. Verify with data.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.001313424
Insult0.011654901
Profanity0.010074687
Threat0.006265574
Severe Toxicity0.0005578995
Low Tox 0.0201057 Low Con 0.293
May 17, 2018 2 likes How much do refugees and …
@2:39 that says it all!!!
@2:39 that says it all!!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0029598286
Insult0.009507888
Profanity0.014942379
Threat0.007353018
Severe Toxicity0.0013637543
Low Tox 0.0201057 Moderate Con 0.399 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
I hope US border patrol takes note of that location and its proximity to Pizza Pizza.
I hope US border patrol takes note of that location and its proximity to Pizza Pizza.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0053276913
Insult0.009089886
Profanity0.010501678
Threat0.006977591
Severe Toxicity0.00072956085
Low Tox 0.0201057 Moderate Con 0.314 Fear_Threat
Mar 3, 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.