Skip to content
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 1208 of 1230
Le monde appartient à tout le monde
Le monde appartient à tout le monde
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00090182276
Insult0.0065628705
Profanity0.009084069
Threat0.0054775006
Severe Toxicity0.0004553795
Low Tox 0.004460952 Low Con 0.254 Moral_Argument
Feb 20, 2026 Inside Canada's Indian Invasion...
Le Quebec libre
Le Quebec libre
Quebec Ends Economic Immigration Program | Your Morning · 96: Cluster #95
Close reading → Discourse → Video sentiment →
Identity Attack0.0011515582
Insult0.006952373
Profanity0.008725397
Threat0.005479119
Severe Toxicity0.0004196167
Low Tox 0.004460952 Moderate Con 0.356 Identity_Assertion
Nov 23, 2025 Quebec Ends Economic Immigration Program …
Thank you world for not supporting American economy and a military state country!
Thank you world for not supporting American economy and a military state country!
· 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.00083915686
Insult0.0011553422
Profanity0.00007973959
Threat0.000067632864
Severe Toxicity0.0000027497417
Low Tox 0.004349994 Moral_Argument
Dec 9, 2025
The consequences of Elbows Up
The consequences of Elbows Up
· 45: Cluster #44
Close reading → Discourse → Video sentiment →
Identity Attack0.00026336184
Insult0.00051035424
Profanity0.0001124579
Threat0.0018254685
Severe Toxicity0.000007685423
Low Tox 0.004348949 Humor_Satire
Dec 8, 2025 18 likes
Don't go.. but, stand at the gates.. in case...
Don't go.. but, stand at the gates.. in case...
· 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.00039975636
Insult0.00046737952
Profanity0.00005748229
Threat0.0021025455
Severe Toxicity0.000006090799
Low Tox 0.0043487344
Jan 12, 2026
Upload in hindi language.
Upload in hindi language.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0021643746
Insult0.006011867
Profanity0.011253181
Threat0.0065956907
Severe Toxicity0.0004720688
Low Tox 0.004335291 Low Con 0.294 Question
Jan 29, 2026 Inside Canada's Indian Invasion...
Thank Trudeau and Panjeet Singh.
Thank Trudeau and Panjeet Singh.
How Canada broke its immigration system · 71: Cluster #70
Close reading → Discourse → Video sentiment →
Identity Attack0.0013689207
Insult0.006895372
Profanity0.009434202
Threat0.0059160385
Severe Toxicity0.00049829483
Low Tox 0.004335291 Moderate Con 0.34 Policy_Critique
Aug 31, 2025 2 likes How Canada broke its immigration …
Why go there. In this day of age. With what’s going on over there. Over the years. It’s a mess
Why go there. In this day of age. With what’s going on over there. Over the years. It’s a mess
· 11: Cluster #10
Close reading → Discourse → Video sentiment →
Identity Attack0.00015537774
Insult0.0020847507
Profanity0.00016495452
Threat0.00006489256
Severe Toxicity0.0000027788956
Low Tox 0.0042628814 Fear_Threat
Dec 8, 2025
Bravo Michelle Rempel Garner.
Bravo Michelle Rempel Garner.
IRCC Names India in Study Permit Fraud | … · 92: Cluster #91
Close reading → Video sentiment →
Identity Attack0.0006613367
Insult0.0064488696
Profanity0.010091767
Threat0.0055956305
Severe Toxicity0.00047683716
Low Tox 0.0041782153 Low Con 0.278
Oct 24, 2025 IRCC Names India in Study …
We didnt have drugs or homeless in 70s and cheap homes
We didnt have drugs or homeless in 70s and cheap homes
· 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.00029526776
Insult0.00076595554
Profanity0.00007724409
Threat0.00031531724
Severe Toxicity0.0000044490525
Low Tox 0.004104963
Dec 13, 2025
Bravo Quebec.
Bravo Quebec.
Quebec Ends Economic Immigration Program | Your Morning · 96: Cluster #95
Close reading → Discourse → Video sentiment →
Identity Attack0.0012301788
Insult0.006021367
Profanity0.009340264
Threat0.0057186154
Severe Toxicity0.0003838539
Low Tox 0.0040525547 Moderate Con 0.35 Identity_Assertion
Nov 21, 2025 1 likes Quebec Ends Economic Immigration Program …
Vote Pierre! 🇨🇦
Vote Pierre! 🇨🇦
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0012301788
Insult0.006325369
Profanity0.010279642
Threat0.0058027627
Severe Toxicity0.00067710876
Low Tox 0.0040525547 Low Con 0.227 Call_To_Action
Jan 23, 2026 Why Canada’s immigration system has …
Captain Palpatine finding every way possible to bankrupt the United States
Captain Palpatine finding every way possible to bankrupt the United States
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00027195358
Insult0.0013791877
Profanity0.000055101045
Threat0.0002946398
Severe Toxicity0.000003059765
Low Tox 0.004010992
Dec 10, 2025
Canada needs immigrants s the population is not producing enough. The Immagration rules must be changed to encourage those that can make real contributions to the economy. 👌🇨🇦
Canada needs immigrants s the population is not producing enough. The Immagration rules must be changed to encourage those that can make real contributions to the economy. 👌🇨🇦
· 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0038140067
Insult0.0006560435
Profanity0.000019717874
Threat0.00007472064
Severe Toxicity0.0000026385894
Low Tox 0.0039829398 Economic_Argument
Apr 15, 2025 7 likes
Booked for Mexico in early January ! 🇨🇦💙🇨🇦
Booked for Mexico in early January ! 🇨🇦💙🇨🇦
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.005319497
Insult0.00047580077
Profanity0.00005855043
Threat0.00014610785
Severe Toxicity0.0000033314402
Low Tox 0.003965559 Meta_Commentary
Dec 9, 2025
Youth unemployment in Quebec has been elevated, with the rate for 15- to 24-year-olds reaching 14.7% in September 2025, its highest level for that month since 2010 (excluding 2020)
Youth unemployment in Quebec has been elevated, with the rate for 15- to 24-year-olds reaching 14.7% in September 2025, its highest level for that month since 2010 (excluding 2020)
Quebec Ends Economic Immigration Program | Your Morning · 52: Cluster #51
Close reading → Video sentiment →
Identity Attack0.0014706649
Insult0.005570114
Profanity0.008622919
Threat0.0057250885
Severe Toxicity0.00032901764
Low Tox 0.003926894 Moderate Con 0.375
Nov 19, 2025 115 likes Quebec Ends Economic Immigration Program …
Gracias a Dios Pase mi examen 15/20 😅 estaba nerviosa pensé que sería muy difícil pero no. Algunas preguntas fueron similares a las de este video. Gracias también por este video lo he visto 4 …
Gracias a Dios Pase mi examen 15/20 😅 estaba nerviosa pensé que sería muy difícil pero no. Algunas preguntas fueron similares a las de este video. Gracias también por este video lo he visto 4 veces y leí el libro unas 4 veces 😅
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.0004832845
Insult0.0059453663
Profanity0.010552917
Threat0.005348043
Severe Toxicity0.00019907951
Low Tox 0.003926894 Moderate Con 0.488 Advertisement_Spam
Mar 2, 2026 1 likes Canadian Citizenship Test 2025 – …
Bye Felicia
Bye Felicia
Canada's tighter immigration policy divides the country • … · 47: Cluster #46
Close reading → Discourse → Video sentiment →
Identity Attack0.00062433886
Insult0.0059738667
Profanity0.010518758
Threat0.005511483
Severe Toxicity0.00026345253
Low Tox 0.0038797716 Moderate Con 0.39 Humor_Satire
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
Nobody is even going 😂
Nobody is even going 😂
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00020280511
Insult0.0014460958
Profanity0.000090701404
Threat0.00016291434
Severe Toxicity0.0000029840955
Low Tox 0.0038517704
Dec 13, 2025
Habla sobre ice
Habla sobre ice
Inside Canada's Indian Invasion... · 126: Cluster #125
Close reading → Discourse → Video sentiment →
Identity Attack0.0004971587
Insult0.0059833666
Profanity0.010450439
Threat0.0054483726
Severe Toxicity0.00024557114
Low Tox 0.0038326487 Moderate Con 0.405 Meta_Commentary
Feb 19, 2026 Inside Canada's Indian Invasion...
Boycotte until they stop enforcing this
Boycotte until they stop enforcing this
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0003335394
Insult0.00068379845
Profanity0.000037702903
Threat0.00022153844
Severe Toxicity0.0000022468255
Low Tox 0.0038071736 Call_To_Action
Mar 1, 2026
Canadians really need to reconsider trips across the border. It’s dangerous times down there. 🇨🇦
Canadians really need to reconsider trips across the border. It’s dangerous times down there. 🇨🇦
· 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.0036176527
Insult0.00053960254
Profanity0.000032808126
Threat0.00015328692
Severe Toxicity0.0000037089508
Low Tox 0.003797595
Dec 10, 2025
You are not helping perfect
You are not helping perfect
· 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.00012983916
Insult0.0027169953
Profanity0.00004923772
Threat0.00007992458
Severe Toxicity0.0000020573957
Low Tox 0.0037395358 Meta_Commentary
Dec 10, 2025
Good bye
Good bye
· 25: Cluster #24
Close reading → Video sentiment →
Identity Attack0.00014132967
Insult0.00082512223
Profanity0.00012711126
Threat0.0005128901
Severe Toxicity0.000004763567
Low Tox 0.0037147615
Jul 6, 2025 1 likes
Don’t go. They don’t deserve your business.
Don’t go. They don’t deserve your business.
· 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.00020852171
Insult0.002076808
Profanity0.000048418864
Threat0.00012123063
Severe Toxicity0.0000024472279
Low Tox 0.003710925 Call_To_Action
Dec 10, 2025 1 likes
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.