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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 1154 of 1230
You just knew it was about Surrey or Brampton...
You just knew it was about Surrey or Brampton...
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.003089321
Insult0.008709883
Profanity0.0117997285
Threat0.00675104
Severe Toxicity0.00076293945
Low Tox 0.014890783 Low Con 0.29 Meta_Commentary
Sep 20, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
15 years from now every city will be like this Canada
15 years from now every city will be like this Canada
Inside Canada's Indian Metropolis (Brampton) · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.006770608
Insult0.008348881
Profanity0.010723713
Threat0.006874025
Severe Toxicity0.0011396408
Low Tox 0.014890783 Low Con 0.192 Fear_Threat
Oct 12, 2025 Inside Canada's Indian Metropolis (Brampton)
Oh! How I miss the days when Kenny, Harper & co. brought fiscal common sense to the table.
Oh! How I miss the days when Kenny, Harper & co. brought fiscal common sense to the table.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.0013041744
Insult0.0113509
Profanity0.009818493
Threat0.0057250885
Severe Toxicity0.00044584274
Low Tox 0.014890783 Moderate Con 0.335 Policy_Critique
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
Look at the UK for one example.
Look at the UK for one example.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 63: Cluster #62
Close reading → Discourse → Video sentiment →
Identity Attack0.0068076057
Insult0.007930879
Profanity0.011167783
Threat0.0071070488
Severe Toxicity0.0009441376
Low Tox 0.014890783 Low Con 0.183 Comparative_Framing
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Do you expect me to believe the CBC..
Do you expect me to believe the CBC..
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0028118372
Insult0.009241886
Profanity0.01041628
Threat0.0062526283
Severe Toxicity0.0006866455
Low Tox 0.014890783 Low Con 0.23
Nov 25, 2019 How much do refugees and …
Investigate ice
Investigate ice
Inside Canada's Indian Invasion... · 126: Cluster #125
Close reading → Discourse → Video sentiment →
Identity Attack0.0029968263
Insult0.007930879
Profanity0.013336895
Threat0.0073918556
Severe Toxicity0.001039505
Low Tox 0.014890783 Moderate Con 0.338 Call_To_Action
Feb 9, 2026 Inside Canada's Indian Invasion...
Revere Yakub theory 🧐
Revere Yakub theory 🧐
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0051797
Insult0.011730902
Profanity0.016957775
Threat0.00598724
Severe Toxicity0.001821518
Low Tox 0.014827953 Low Con 0.214 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Good questions! Make this motion!
Good questions! Make this motion!
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0022291208
Insult0.008044879
Profanity0.011970525
Threat0.00789674
Severe Toxicity0.0010299683
Low Tox 0.014827953 Moderate Con 0.38 Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
Karma 🔱 jai Mahakali 🔱 Goddess of justice and apocalypse and wisdom 🕉️🔱
Karma 🔱 jai Mahakali 🔱 Goddess of justice and apocalypse and wisdom 🕉️🔱
Why Canadians Are Turning Against Immigrants. · 30: Cluster #29
Close reading → Discourse → Video sentiment →
Identity Attack0.0051797
Insult0.011882903
Profanity0.018597418
Threat0.008272167
Severe Toxicity0.002117157
Low Tox 0.014827953 Moderate Con 0.358 Meta_Commentary
Sep 3, 2025 1 likes Why Canadians Are Turning Against …
Where they will go now? In Ontario?
Where they will go now? In Ontario?
Quebec Ends Economic Immigration Program | Your Morning · 39: Cluster #38
Close reading → Video sentiment →
Identity Attack0.0043102503
Insult0.007721877
Profanity0.010108846
Threat0.0069905366
Severe Toxicity0.0008773804
Low Tox 0.014827953 Low Con 0.218
Nov 21, 2025 3 likes Quebec Ends Economic Immigration Program …
More
More
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0037367835
Insult0.008538882
Profanity0.014976538
Threat0.007832011
Severe Toxicity0.0013542175
Low Tox 0.014827953 Moderate Con 0.444
Dec 28, 2025 Deportations From Canada at Their …
Seriously Tyler… I want to cry. Thank you for acknowledging Canada.🇨🇦 we love you bro.
Seriously Tyler… I want to cry. Thank you for acknowledging Canada.🇨🇦 we love you bro.
Inside Canada's Indian Invasion... · 72: Cluster #71
Close reading → Video sentiment →
Identity Attack0.0023493639
Insult0.008595883
Profanity0.010894509
Threat0.006757513
Severe Toxicity0.0007200241
Low Tox 0.014827953 Constructive 0.57
Jan 27, 2026 Inside Canada's Indian Invasion...
We need this in Alberta IMMEDIATELY.
We need this in Alberta IMMEDIATELY.
Quebec Ends Economic Immigration Program | Your Morning · 144: Cluster #143
Close reading → Video sentiment →
Identity Attack0.003884775
Insult0.0076268767
Profanity0.011253181
Threat0.008194493
Severe Toxicity0.0012969971
Low Tox 0.014827953 Moderate Con 0.355
Nov 22, 2025 17 likes Quebec Ends Economic Immigration Program …
The only way you can get same day service in Canada is if you apply for MAID then it’s not a problem
The only way you can get same day service in Canada is if you apply for MAID then it’s not a problem
Why Canadians Are Turning Against Immigrants. · 12: Cluster #11
Close reading → Video sentiment →
Identity Attack0.0062526376
Insult0.008538882
Profanity0.010143006
Threat0.0061231707
Severe Toxicity0.0006723404
Low Tox 0.014827953 Moderate Con 0.381
Aug 25, 2025 Why Canadians Are Turning Against …
It's replacement, no doubt.
It's replacement, no doubt.
Inside Canada's Indian Invasion... · 120: Cluster #119
Close reading → Discourse → Video sentiment →
Identity Attack0.0019886347
Insult0.008709883
Profanity0.011611853
Threat0.007068211
Severe Toxicity0.0007915497
Low Tox 0.014827953 Low Con 0.217 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
More
More
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0037367835
Insult0.008538882
Profanity0.014976538
Threat0.007832011
Severe Toxicity0.0013542175
Low Tox 0.014827953 Moderate Con 0.444
Dec 25, 2025 1 likes Deportations From Canada at Their …
Video is
Video is
Inside Canada's Indian Invasion... · 17: Cluster #16
Close reading → Video sentiment →
Identity Attack0.0039772694
Insult0.0081208795
Profanity0.016752819
Threat0.008103873
Severe Toxicity0.0016975403
Low Tox 0.014827953 Moderate Con 0.404
Jan 27, 2026 Inside Canada's Indian Invasion...
Rocka - Roca News Baby!!!!
Rocka - Roca News Baby!!!!
Inside Canada's Indian Metropolis (Brampton) · 217: Cluster #216
Close reading → Discourse → Video sentiment →
Identity Attack0.00258985
Insult0.011236899
Profanity0.014600786
Threat0.00636914
Severe Toxicity0.0013923645
Low Tox 0.014765122 Moderate Con 0.31 Advertisement_Spam
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Yeah they'll get permanent residency.
Yeah they'll get permanent residency.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0035332954
Insult0.007778878
Profanity0.010638315
Threat0.0071588317
Severe Toxicity0.0008869171
Low Tox 0.014765122 Low Con 0.224 Question
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Engineers and doctors right? :D
Engineers and doctors right? :D
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0028673338
Insult0.0088618845
Profanity0.01309778
Threat0.0065633263
Severe Toxicity0.0010156631
Low Tox 0.014765122 Moderate Con 0.343
Nov 26, 2025 Quebec Ends Economic Immigration Program …
Where do they get this money from?
Where do they get this money from?
Inside Canada's Indian Invasion... · 197: Cluster #196
Close reading → Discourse → Video sentiment →
Identity Attack0.0022013725
Insult0.008424882
Profanity0.011970525
Threat0.0062979385
Severe Toxicity0.00067710876
Low Tox 0.014765122 Low Con 0.198 Question
Jan 27, 2026 12 likes Inside Canada's Indian Invasion...
It's not just Brampton!!
It's not just Brampton!!
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0023863618
Insult0.009146886
Profanity0.012414595
Threat0.0065568537
Severe Toxicity0.00084400177
Low Tox 0.014765122 Moderate Con 0.377 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
:)
:)
Inside Canada's Indian Invasion...
Close reading → Video sentiment →
Identity Attack0.0029413297
Insult0.008614883
Profanity0.015625564
Threat0.007262398
Severe Toxicity0.0013828278
Low Tox 0.014765122 Constructive 0.546
Jan 27, 2026 Inside Canada's Indian Invasion...
We dont know where they are but they all do have JOBS AND A PLACE TO LIVE.
We dont know where they are but they all do have JOBS AND A PLACE TO LIVE.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.004328749
Insult0.007892879
Profanity0.012448754
Threat0.0066733654
Severe Toxicity0.0010728836
Low Tox 0.014765122 Moderate Con 0.374 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
You mean they drive like they did back home?
You mean they drive like they did back home?
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.0018221445
Insult0.008709883
Profanity0.010330882
Threat0.006537435
Severe Toxicity0.0006389618
Low Tox 0.014765122 Moderate Con 0.305 Comparative_Framing
Jan 27, 2026 1 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.