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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 1101 of 1230
We're past this breaking point around 6 years ago
We're past this breaking point around 6 years ago
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0038107792
Insult0.00983089
Profanity0.015454767
Threat0.007741391
Severe Toxicity0.0010251999
Low Tox 0.021432023 Moderate Con 0.317 Fear_Threat
Jan 19, 2026 460 likes Why Canada’s immigration system has …
JD can not leave U.S.A because his Cell Phone is full of illegal stuff
JD can not leave U.S.A because his Cell Phone is full of illegal stuff
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0013116159
Insult0.009494127
Profanity0.000090953705
Threat0.00026474876
Severe Toxicity0.000002707191
Low Tox 0.021331392
Dec 11, 2025
I’m Canadian I can confirm this
I’m Canadian I can confirm this
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.011765319
Insult0.008918885
Profanity0.014805742
Threat0.007301235
Severe Toxicity0.0015163422
Low Tox 0.021314176 Moderate Con 0.463 Identity_Assertion
Jan 27, 2026 136 likes Inside Canada's Indian Invasion...
Scripted op
Scripted op
Inside Canada's Indian Invasion... · 230: Cluster #229
Close reading → Discourse → Video sentiment →
Identity Attack0.0012579272
Insult0.013364912
Profanity0.021876704
Threat0.0063432488
Severe Toxicity0.0021743774
Low Tox 0.021314176 Moderate Con 0.327 Meta_Commentary
Feb 7, 2026 Inside Canada's Indian Invasion...
To little to late.
To little to late.
Canada’s new rules in 2026 · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0017296498
Insult0.010666896
Profanity0.012448754
Threat0.007883795
Severe Toxicity0.001039505
Low Tox 0.021314176 Moderate Con 0.379
Jan 8, 2026 11 likes Canada’s new rules in 2026
I know it’s messed up but hilarious at the same time. History has pattens but we don’t seem to learn from the past and how to get along and share. And I mean globally not …
I know it’s messed up but hilarious at the same time. History has pattens but we don’t seem to learn from the past and how to get along and share. And I mean globally not just here in Canada. Let the fun times continue until we change the system.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0040142676
Insult0.012566907
Profanity0.011492296
Threat0.006479179
Severe Toxicity0.0007867813
Low Tox 0.021314176 Constructive 0.511
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
I typically do not agree with a lot of what the conservatives say, and I usually do not like anything that Michelle Rempel Garner says (or the way she says it). However, what she said …
I typically do not agree with a lot of what the conservatives say, and I usually do not like anything that Michelle Rempel Garner says (or the way she says it). However, what she said here, and the way she said it, makes complete sense. I was a bit disappointed that there are no actual numbers as to how much the government would save, but it doesn't seem like a bad idea to put the legislation in place, and whatever they save is a bonus. imho Be the Change You Wish to See in the World 💖
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0040512653
Insult0.011730902
Profanity0.011697251
Threat0.0062914654
Severe Toxicity0.00074863434
Low Tox 0.021314176 Constructive 0.763 Policy_Critique
Feb 23, 2026 11 likes 'We do know that there's …
I think we need you here for awhile and investigate all of it including our government
I think we need you here for awhile and investigate all of it including our government
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0037737815
Insult0.009906891
Profanity0.013302735
Threat0.008013252
Severe Toxicity0.0009775162
Low Tox 0.021314176 Moderate Con 0.343 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
The bike guy is a legend 🙌
The bike guy is a legend 🙌
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.004606233
Insult0.011160898
Profanity0.01764096
Threat0.007909686
Severe Toxicity0.0016975403
Low Tox 0.021314176 Moderate Con 0.408 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you so much for creating this video! I passed the exam yesterday October 17,2025 on my first try after just one week of listening to this while driving, without even reading the book
Thank you so much for creating this video! I passed the exam yesterday October 17,2025 on my first try after just one week of listening to this while driving, without even reading the book
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Video sentiment →
Identity Attack0.0039772694
Insult0.008728883
Profanity0.016479544
Threat0.008789998
Severe Toxicity0.0016212463
Low Tox 0.021314176 Constructive 0.526
Oct 18, 2025 1 likes Canadian Citizenship Test 2025 – …
MORE, MORE... MORE
MORE, MORE... MORE
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.003311308
Insult0.009127886
Profanity0.014566627
Threat0.007935578
Severe Toxicity0.0016307831
Low Tox 0.021314176 Moderate Con 0.405
Dec 24, 2025 1 likes Deportations From Canada at Their …
Haa-noo-mun
Haa-noo-mun
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0020071338
Insult0.012528907
Profanity0.02433617
Threat0.0066215824
Severe Toxicity0.0030708313
Low Tox 0.021314176 Low Con 0.214 Humor_Satire
Feb 24, 2026 Inside Canada's Indian Invasion...
They take
They take
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.004384246
Insult0.009526889
Profanity0.017026093
Threat0.008556974
Severe Toxicity0.0015258789
Low Tox 0.021314176 Moderate Con 0.348
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank a liberal voter
Thank a liberal voter
Canadian immigration officers investigating hundreds identified by extortion … · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.008361516
Insult0.010096892
Profanity0.014976538
Threat0.007637825
Severe Toxicity0.0015163422
Low Tox 0.021314176 Low Con 0.29 Identity_Assertion
Feb 20, 2026 Canadian immigration officers investigating hundreds …
The rest of Canada should follow Quebec.
The rest of Canada should follow Quebec.
Quebec Ends Economic Immigration Program | Your Morning · 74: Cluster #73
Close reading → Discourse → Video sentiment →
Identity Attack0.010655383
Insult0.010134893
Profanity0.010023449
Threat0.0069387536
Severe Toxicity0.0009393692
Low Tox 0.021314176 Low Con 0.167 Comparative_Framing
Nov 24, 2025 3 likes Quebec Ends Economic Immigration Program …
How much did they cost us in free benefits before they left? Should be zero government benefits unless you are a citizen.
How much did they cost us in free benefits before they left? Should be zero government benefits unless you are a citizen.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0035332954
Insult0.011198899
Profanity0.009767254
Threat0.006641001
Severe Toxicity0.00071048737
Low Tox 0.021314176 Low Con 0.267 Economic_Argument
Dec 27, 2025 Deportations From Canada at Their …
When 55k middle class
When 55k middle class
New rules, regulations take effect across Canada · 12: Cluster #11
Close reading → Video sentiment →
Identity Attack0.006363631
Insult0.010096892
Profanity0.016001316
Threat0.007586042
Severe Toxicity0.0014591217
Low Tox 0.021314176 Low Con 0.263
Jan 2, 2026 49 likes New rules, regulations take effect …
My immigrants parent came to Canada and embraced everything about this country and raised us kids as Canadian
My immigrants parent came to Canada and embraced everything about this country and raised us kids as Canadian
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.013646871
Insult0.0086718835
Profanity0.013610168
Threat0.0066151097
Severe Toxicity0.0011396408
Low Tox 0.021314176 Constructive 0.552 Personal_Narrative
Sep 5, 2025 2 likes Why Canadians Are Turning Against …
Kenney, one of the chief architects of selling the heritage of Alberta’s grandchildren to Australian coal companies. What was in it for him and Smith ?
Kenney, one of the chief architects of selling the heritage of Alberta’s grandchildren to Australian coal companies. What was in it for him and Smith ?
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.0021181274
Insult0.014580919
Profanity0.009032831
Threat0.0058318907
Severe Toxicity0.00052928925
Low Tox 0.021314176 Low Con 0.259 Policy_Critique
Feb 21, 2026 1 likes LILLEY UNLEASHED: The fall of …
The last year the conservatives were in power they brought in over 300k and TFWs this kept wages low and impacted services remember that
The last year the conservatives were in power they brought in over 300k and TFWs this kept wages low and impacted services remember that
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0035332954
Insult0.012072904
Profanity0.010979908
Threat0.006265574
Severe Toxicity0.000705719
Low Tox 0.021314176 Constructive 0.613 Economic_Argument
Feb 24, 2026 'We do know that there's …
Finally, someone trying to do something about this issue
Finally, someone trying to do something about this issue
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00466173
Insult0.008899884
Profanity0.016069634
Threat0.00948907
Severe Toxicity0.0015163422
Low Tox 0.021314176 Moderate Con 0.368 Call_To_Action
Sep 30, 2025 IRCC Names India in Study …
It's too late!
It's too late!
Inside Canada's Indian Invasion... · 381: Cluster #380
Close reading → Discourse → Video sentiment →
Identity Attack0.0018961402
Insult0.010248893
Profanity0.012722028
Threat0.007793174
Severe Toxicity0.001168251
Low Tox 0.021314176 Low Con 0.284 Fear_Threat
Feb 10, 2026 Inside Canada's Indian Invasion...
Where the Punjab is actually
Where the Punjab is actually
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.010951365
Insult0.00975489
Profanity0.016889455
Threat0.007819066
Severe Toxicity0.0015926361
Low Tox 0.021314176 Low Con 0.288 Meta_Commentary
Feb 11, 2026 Inside Canada's Indian Invasion...
Protect bike man at all costs
Protect bike man at all costs
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0042732526
Insult0.009203887
Profanity0.012858666
Threat0.008634649
Severe Toxicity0.0013065338
Low Tox 0.021314176 Moderate Con 0.302 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
They did the same in England. https://youtu.be/vQe9uatZ9eE?si=tJyquw-6EoHQtP3J
They did the same in England. https://youtu.be/vQe9uatZ9eE?si=tJyquw-6EoHQtP3J
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.008435511
Insult0.008519882
Profanity0.016069634
Threat0.008013252
Severe Toxicity0.001373291
Low Tox 0.021314176 Low Con 0.267
Nov 29, 2025 Inside Canada's Indian Metropolis (Brampton)
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.