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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 1105 of 1230
Based Bike Rider
Based Bike Rider
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0040512653
Insult0.012034904
Profanity0.013644327
Threat0.007262398
Severe Toxicity0.0011920929
Low Tox 0.020842785 Moderate Con 0.398 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Way too many way too fast.
Way too many way too fast.
Inside Canada's Indian Metropolis (Brampton) · 185: Cluster #184
Close reading → Video sentiment →
Identity Attack0.002830336
Insult0.00979289
Profanity0.013883443
Threat0.008259222
Severe Toxicity0.0013542175
Low Tox 0.020842785 Low Con 0.239
Sep 19, 2025 17 likes Inside Canada's Indian Metropolis (Brampton)
should have came to lonon ontario its the same
should have came to lonon ontario its the same
Inside Canada's Indian Invasion... · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.0058826595
Insult0.0103248935
Profanity0.012038844
Threat0.007327127
Severe Toxicity0.0011444092
Low Tox 0.020842785 Low Con 0.287 Comparative_Framing
Jan 29, 2026 4 likes Inside Canada's Indian Invasion...
07:00 she needs to go into healthcare (RN). It's one of the easier ways to increase your income.
07:00 she needs to go into healthcare (RN). It's one of the easier ways to increase your income.
Why Canadians Are Turning Against Immigrants. · 85: Cluster #84
Close reading → Video sentiment →
Identity Attack0.002626848
Insult0.009564889
Profanity0.011441057
Threat0.0066151097
Severe Toxicity0.001001358
Low Tox 0.020842785 Moderate Con 0.406
Aug 25, 2025 Why Canadians Are Turning Against …
Not enough
Not enough
New rules, regulations take effect across Canada · 9: Cluster #8
Close reading → Video sentiment →
Identity Attack0.0032003147
Insult0.009260887
Profanity0.015249812
Threat0.0075083673
Severe Toxicity0.0012302399
Low Tox 0.020842785 Moderate Con 0.389
Jan 3, 2026 1 likes New rules, regulations take effect …
😮😮😮
😮😮😮
IRCC Names India in Study Permit Fraud | …
Close reading → Video sentiment →
Identity Attack0.0019886347
Insult0.00983089
Profanity0.021945024
Threat0.0067769317
Severe Toxicity0.0024223328
Low Tox 0.020842785 Moderate Con 0.416
Oct 7, 2025 IRCC Names India in Study …
Not enough
Not enough
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0032003147
Insult0.009260887
Profanity0.015249812
Threat0.0075083673
Severe Toxicity0.0012302399
Low Tox 0.020842785 Moderate Con 0.385
Dec 31, 2025 Deportations From Canada at Their …
Let them in under the condition they work in the trades building houses.
Let them in under the condition they work in the trades building houses.
Migrants cross into Canada near Hemmingford · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.003366805
Insult0.010172892
Profanity0.010757872
Threat0.008129764
Severe Toxicity0.00092983246
Low Tox 0.020842785 Low Con 0.195 Economic_Argument
Jan 5, 2026 1 likes Migrants cross into Canada near …
I give Canada 20 years before the shift is completed. Indianada in the next 30 years.
I give Canada 20 years before the shift is completed. Indianada in the next 30 years.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.009286462
Insult0.0094128875
Profanity0.010655395
Threat0.008077981
Severe Toxicity0.0012397766
Low Tox 0.020842785 Moderate Con 0.341 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Good timing
Good timing
Inside Canada's Indian Invasion... · 253: Cluster #252
Close reading → Video sentiment →
Identity Attack0.0043657473
Insult0.009336887
Profanity0.016957775
Threat0.0086087575
Severe Toxicity0.0016307831
Low Tox 0.020842785 Moderate Con 0.439
Jan 27, 2026 Inside Canada's Indian Invasion...
STOP handing out permanent residency status for students. Mm and 5 year citizenship process, and grandparents and parent visas. Maybe put military service attachment and see how many will really stay. Make it mandatory that …
STOP handing out permanent residency status for students. Mm and 5 year citizenship process, and grandparents and parent visas. Maybe put military service attachment and see how many will really stay. Make it mandatory that they can only apply for refugee status from home country. Not at the airport.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0071405866
Insult0.009165886
Profanity0.009767254
Threat0.0066668927
Severe Toxicity0.0007343292
Low Tox 0.020842785 Moderate Con 0.456 Policy_Critique
Feb 23, 2026 Canadian immigration officers investigating hundreds …
India Ontario
India Ontario
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0103594
Insult0.011008898
Profanity0.014498309
Threat0.006492125
Severe Toxicity0.0014591217
Low Tox 0.020842785 Moderate Con 0.446 Meta_Commentary
Feb 26, 2026 Inside Canada's Indian Invasion...
good people
good people
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.006511623
Insult0.00971689
Profanity0.01846078
Threat0.008013252
Severe Toxicity0.0015830994
Low Tox 0.020842785 Moderate Con 0.418 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you so much. I have passed my citizenship test and this video was very helpful. Cheers
Thank you so much. I have passed my citizenship test and this video was very helpful. Cheers
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Discourse → Video sentiment →
Identity Attack0.007214582
Insult0.009013886
Profanity0.016616182
Threat0.008582866
Severe Toxicity0.0016784668
Low Tox 0.020842785 Constructive 0.566 Personal_Narrative
Jan 5, 2026 1 likes Canadian Citizenship Test 2025 – …
Canada has population growth problem and government tried solving it by laxing immigration laws. For example Canada can't even build it's own car because it would take massive investment and it won't be profitable because …
Canada has population growth problem and government tried solving it by laxing immigration laws. For example Canada can't even build it's own car because it would take massive investment and it won't be profitable because of it's tiny population comparing to other countries therefor making the Canadian economy limited.
Inside Canada's Indian Metropolis (Brampton) · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.009434453
Insult0.011008898
Profanity0.009007211
Threat0.0059613483
Severe Toxicity0.0006723404
Low Tox 0.020842785 Moderate Con 0.322 Economic_Argument
Feb 6, 2026 Inside Canada's Indian Metropolis (Brampton)
It really is sad what happened to Canada’s identity and housing market
It really is sad what happened to Canada’s identity and housing market
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0064006294
Insult0.010818896
Profanity0.009092609
Threat0.0061231707
Severe Toxicity0.000705719
Low Tox 0.020842785 Moderate Con 0.367
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Its not just Brampton anymore ... they've spread to ALL of Canada ...
Its not just Brampton anymore ... they've spread to ALL of Canada ...
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.006437627
Insult0.010856897
Profanity0.011219022
Threat0.006479179
Severe Toxicity0.0009202957
Low Tox 0.020842785 Moderate Con 0.329
Jan 27, 2026 Inside Canada's Indian Invasion...
more....MORE!
more....MORE!
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0024233595
Insult0.0096028885
Profanity0.013200258
Threat0.0076119336
Severe Toxicity0.0014972687
Low Tox 0.020842785 Moderate Con 0.355 Call_To_Action
Dec 27, 2025 Deportations From Canada at Their …
Not enough
Not enough
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0032003147
Insult0.009260887
Profanity0.015249812
Threat0.0075083673
Severe Toxicity0.0012302399
Low Tox 0.020842785 Moderate Con 0.385
Dec 28, 2025 Deportations From Canada at Their …
To protect America????
To protect America????
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.006622616
Insult0.009032886
Profanity0.010672474
Threat0.0067251488
Severe Toxicity0.00093460083
Low Tox 0.020842785 Low Con 0.278 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Someone help please When I can get my results after in person test ?
Someone help please When I can get my results after in person test ?
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Video sentiment →
Identity Attack0.0047357255
Insult0.007778878
Profanity0.016957775
Threat0.008893564
Severe Toxicity0.0015640259
Low Tox 0.020842785 Moderate Con 0.437
Nov 22, 2025 Canadian Citizenship Test 2025 – …
Tyler had i known you were here. Would've love to meet; show you our culture with folks that been here their entire lives.
Tyler had i known you were here. Would've love to meet; show you our culture with folks that been here their entire lives.
Inside Canada's Indian Invasion... · 348: Cluster #347
Close reading → Discourse → Video sentiment →
Identity Attack0.0050317086
Insult0.010742896
Profanity0.012414595
Threat0.006848133
Severe Toxicity0.0008249283
Low Tox 0.020842785 Constructive 0.717 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Is London getting to diverse for them then?
Is London getting to diverse for them then?
Inside Canada's Indian Invasion... · 198: Cluster #197
Close reading → Discourse → Video sentiment →
Identity Attack0.0071405866
Insult0.00971689
Profanity0.012482914
Threat0.007081157
Severe Toxicity0.0010204315
Low Tox 0.020842785 Low Con 0.248 Identity_Assertion
Feb 10, 2026 Inside Canada's Indian Invasion...
Thank you for covering this bro
Thank you for covering this bro
Inside Canada's Indian Invasion... · 254: Cluster #253
Close reading → Discourse → Video sentiment →
Identity Attack0.0058456613
Insult0.00983089
Profanity0.019212283
Threat0.0091524795
Severe Toxicity0.001821518
Low Tox 0.02072494 Moderate Con 0.424 Solidarity
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
No replacement at all, next...
No replacement at all, next...
Inside Canada's Indian Invasion... · 120: Cluster #119
Close reading → Discourse → Video sentiment →
Identity Attack0.002210622
Insult0.008994885
Profanity0.0113385795
Threat0.008427517
Severe Toxicity0.0010538101
Low Tox 0.02072494 Moderate Con 0.361 Fear_Threat
Jan 29, 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.