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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 1116 of 1230
High viz man has a point.
High viz man has a point.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.003644289
Insult0.010818896
Profanity0.014054239
Threat0.006686311
Severe Toxicity0.001001358
Low Tox 0.019603057 Moderate Con 0.341 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
I knew you'd be here at some point.
I knew you'd be here at some point.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0034962974
Insult0.009564889
Profanity0.015420608
Threat0.008285114
Severe Toxicity0.0011873245
Low Tox 0.019603057 Moderate Con 0.437 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Now do Paris.
Now do Paris.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0043102503
Insult0.008823884
Profanity0.013166099
Threat0.007832011
Severe Toxicity0.001335144
Low Tox 0.019603057 Moderate Con 0.417 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
My wife and I are saving to move to the states
My wife and I are saving to move to the states
Why Canadians Are Turning Against Immigrants. · 117: Cluster #116
Close reading → Discourse → Video sentiment →
Identity Attack0.00725158
Insult0.008519882
Profanity0.014156717
Threat0.008285114
Severe Toxicity0.0012588501
Low Tox 0.019603057 Moderate Con 0.446 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
5:30 based and factual man right here.
5:30 based and factual man right here.
Inside Canada's Indian Invasion... · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.004920715
Insult0.009640889
Profanity0.013678487
Threat0.008013252
Severe Toxicity0.0012588501
Low Tox 0.019603057 Moderate Con 0.368 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I feel sorry for Canada😢
I feel sorry for Canada😢
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.00880549
Insult0.008595883
Profanity0.009733095
Threat0.006848133
Severe Toxicity0.00096321106
Low Tox 0.019603057 Moderate Con 0.469 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Something needs to be done.
Something needs to be done.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0034592997
Insult0.008405882
Profanity0.014225035
Threat0.009023022
Severe Toxicity0.0013446808
Low Tox 0.019603057 Low Con 0.276
Sep 6, 2025 1 likes Why Canadians Are Turning Against …
What about the hotels turned into refugee camps, such as The Radisson in Scarborough.
What about the hotels turned into refugee camps, such as The Radisson in Scarborough.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.008583503
Insult0.008823884
Profanity0.010501678
Threat0.0066280556
Severe Toxicity0.00091552734
Low Tox 0.019603057 Moderate Con 0.333
Feb 5, 2019 5 likes How much do refugees and …
We imported 2.5 million people from 2021 to 2025. (20,000/year is not gonna do anything)
We imported 2.5 million people from 2021 to 2025. (20,000/year is not gonna do anything)
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0047172266
Insult0.008272881
Profanity0.010604155
Threat0.006874025
Severe Toxicity0.0007677078
Low Tox 0.019477395 Moderate Con 0.34
Dec 29, 2025 Deportations From Canada at Their …
Time to move to Quebec
Time to move to Quebec
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0070665907
Insult0.008994885
Profanity0.010177165
Threat0.0072365063
Severe Toxicity0.0011205673
Low Tox 0.019477395 Moderate Con 0.312
Nov 22, 2025 1 likes Quebec Ends Economic Immigration Program …
Brampton ❌️ BeReHemTON😂😂
Brampton ❌️ BeReHemTON😂😂
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0019608864
Insult0.012414906
Profanity0.02522431
Threat0.006097279
Severe Toxicity0.003604889
Low Tox 0.019477395 Low Con 0.284 Humor_Satire
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Agrre sir you rithg
Agrre sir you rithg
Why Canadians Are Turning Against Immigrants. · 25: Cluster #24
Close reading → Video sentiment →
Identity Attack0.004421244
Insult0.010932897
Profanity0.017572641
Threat0.0074436385
Severe Toxicity0.0013065338
Low Tox 0.019477395 Moderate Con 0.37
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
"Oh I can't be honest, I work for the city"
"Oh I can't be honest, I work for the city"
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0030338243
Insult0.009982891
Profanity0.012892825
Threat0.0066151097
Severe Toxicity0.0008773804
Low Tox 0.019477395 Moderate Con 0.38 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
W bills.
W bills.
New rules, regulations take effect across Canada · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.003884775
Insult0.010210892
Profanity0.015625564
Threat0.0070552654
Severe Toxicity0.0012397766
Low Tox 0.019477395 Moderate Con 0.358
Jan 3, 2026 New rules, regulations take effect …
Thank you so much I passed my test today i listened to this video multiple times and it helped me understand everything clearly.Really helpful🎉.
Thank you so much I passed my test today i listened to this video multiple times and it helped me understand everything clearly.Really helpful🎉.
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Video sentiment →
Identity Attack0.0053276913
Insult0.009203887
Profanity0.01887069
Threat0.009178371
Severe Toxicity0.0019550323
Low Tox 0.019477395 Constructive 0.558
Jan 3, 2026 2 likes Canadian Citizenship Test 2025 – …
This (LORD JESUS CHRIST) is the true God and eternal life. 1 John 5:20
This (LORD JESUS CHRIST) is the true God and eternal life. 1 John 5:20
Inside Canada's Indian Invasion... · 59: Cluster #58
Close reading → Discourse → Video sentiment →
Identity Attack0.0073625734
Insult0.007873878
Profanity0.01354185
Threat0.0071717775
Severe Toxicity0.0015163422
Low Tox 0.019477395 Low Con 0.252 Advertisement_Spam
Jan 29, 2026 Inside Canada's Indian Invasion...
Thats sun wukong 😂
Thats sun wukong 😂
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.002173624
Insult0.009906891
Profanity0.026454043
Threat0.006246155
Severe Toxicity0.0022220612
Low Tox 0.019477395 Low Con 0.205 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada needs its own ICE
Canada needs its own ICE
Canadian immigration officers investigating hundreds identified by extortion … · 49: Cluster #48
Close reading → Discourse → Video sentiment →
Identity Attack0.0071775843
Insult0.009545889
Profanity0.0113215
Threat0.0074954215
Severe Toxicity0.0012397766
Low Tox 0.019477395 Low Con 0.16 Call_To_Action
Feb 18, 2026 Canadian immigration officers investigating hundreds …
yessss thank youuu i love you tyler im from nova scotia living in calgary
yessss thank youuu i love you tyler im from nova scotia living in calgary
Inside Canada's Indian Invasion... · 72: Cluster #71
Close reading → Discourse → Video sentiment →
Identity Attack0.0065856185
Insult0.009355888
Profanity0.018802373
Threat0.008298059
Severe Toxicity0.001745224
Low Tox 0.019477395 Moderate Con 0.474 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
I may try to move to QC. From Ont. Now. Actually No
I may try to move to QC. From Ont. Now. Actually No
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.005660672
Insult0.009298887
Profanity0.011167783
Threat0.006809296
Severe Toxicity0.0009059906
Low Tox 0.019477395 Moderate Con 0.491 Personal_Narrative
Nov 24, 2025 1 likes Quebec Ends Economic Immigration Program …
canada did redeem.
canada did redeem.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.007473567
Insult0.009868891
Profanity0.0113044195
Threat0.0071717775
Severe Toxicity0.0009870529
Low Tox 0.019477395 Low Con 0.259 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Those same 2.9 million will claim for asylum and refugees status
Those same 2.9 million will claim for asylum and refugees status
2.9 million Canadian temporary visas expire in 2025-2026 · 43: Cluster #42
Close reading → Discourse → Video sentiment →
Identity Attack0.009767435
Insult0.007778878
Profanity0.010894509
Threat0.0064468146
Severe Toxicity0.0008392334
Low Tox 0.019477395 Low Con 0.208 Unverified_Claim
Jan 16, 2026 2.9 million Canadian temporary visas …
DONE BY DESIGN!
DONE BY DESIGN!
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0028118372
Insult0.009944891
Profanity0.013029462
Threat0.0072365063
Severe Toxicity0.001335144
Low Tox 0.019477395 Moderate Con 0.34 Unverified_Claim
Nov 21, 2025 1 likes Thousands of refugees allowed into …
Thank you bro. I wish you interviewed me for this. I got opinions
Thank you bro. I wish you interviewed me for this. I got opinions
Inside Canada's Indian Invasion... · 220: Cluster #219
Close reading → Discourse → Video sentiment →
Identity Attack0.0058456613
Insult0.009374888
Profanity0.017026093
Threat0.008945347
Severe Toxicity0.0014400482
Low Tox 0.019477395 Constructive 0.514 Call_To_Action
Feb 27, 2026 23 likes Inside Canada's Indian Invasion...
Trump help us please!!
Trump help us please!!
Inside Canada's Indian Invasion... · 112: Cluster #111
Close reading → Discourse → Video sentiment →
Identity Attack0.004846719
Insult0.009431887
Profanity0.014600786
Threat0.007637825
Severe Toxicity0.0013542175
Low Tox 0.019477395 Moderate Con 0.337 Call_To_Action
Jan 27, 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.