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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 1191 of 1230
Toronto
Toronto
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0032373124
Insult0.0072278744
Profanity0.012346277
Threat0.006874025
Severe Toxicity0.00084877014
Low Tox 0.009487377 Moderate Con 0.476
Feb 26, 2026 Why Canada’s immigration system has …
I knew that "safe house" looked familiar. I used to live down the street. That's 230 15th avenue Lachine Quebec.
I knew that "safe house" looked familiar. I used to live down the street. That's 230 15th avenue Lachine Quebec.
Inside Canada's Indian Invasion... · 192: Cluster #191
Close reading → Discourse → Video sentiment →
Identity Attack0.0024418586
Insult0.0075128763
Profanity0.010006369
Threat0.006265574
Severe Toxicity0.00058174133
Low Tox 0.009487377 Constructive 0.683 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
"Please donate generously and get tax receipt"
"Please donate generously and get tax receipt"
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00155391
Insult0.007531876
Profanity0.009459821
Threat0.006058442
Severe Toxicity0.0005340576
Low Tox 0.009487377 Moderate Con 0.313 Meta_Commentary
Nov 10, 2025 Inside Canada's Indian Metropolis (Brampton)
Common Sense
Common Sense
Canada's tighter immigration policy divides the country • … · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0019053896
Insult0.0077598775
Profanity0.012414595
Threat0.0060908063
Severe Toxicity0.00079631805
Low Tox 0.009487377 Moderate Con 0.371 Meta_Commentary
Feb 17, 2026 Canada's tighter immigration policy divides …
Only on CBC !
Only on CBC !
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0021828737
Insult0.007531876
Profanity0.009920971
Threat0.0062137907
Severe Toxicity0.0006055832
Low Tox 0.009424546 Moderate Con 0.328
Aug 11, 2018 How much do refugees and …
Hindi please
Hindi please
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0056236745
Insult0.00815888
Profanity0.013234417
Threat0.006757513
Severe Toxicity0.0008392334
Low Tox 0.009424546 Moderate Con 0.396 Question
Feb 5, 2026 Inside Canada's Indian Invasion...
Thank you Tyler. Canadians thank you . We want our country back.
Thank you Tyler. Canadians thank you . We want our country back.
Inside Canada's Indian Invasion... · 72: Cluster #71
Close reading → Video sentiment →
Identity Attack0.004162259
Insult0.007009373
Profanity0.010262563
Threat0.0065115434
Severe Toxicity0.00072956085
Low Tox 0.009424546 Moderate Con 0.495
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Lived in Brampton for years. Lovely place to live back in the 1990s.
Lived in Brampton for years. Lovely place to live back in the 1990s.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.003348306
Insult0.0072468747
Profanity0.010979908
Threat0.0068287146
Severe Toxicity0.0007534027
Low Tox 0.009424546 Constructive 0.571 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Go to Vanier ottawa
Go to Vanier ottawa
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0023863618
Insult0.0077028773
Profanity0.010979908
Threat0.0065697995
Severe Toxicity0.00081062317
Low Tox 0.009424546 Low Con 0.225 Meta_Commentary
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
FINALLY! THANK YOU! @TylerOliveira
FINALLY! THANK YOU! @TylerOliveira
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.0018776412
Insult0.0070663732
Profanity0.011765569
Threat0.0070552654
Severe Toxicity0.0009918213
Low Tox 0.009424546 Moderate Con 0.365 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Why are Canadians going to the states ???
Why are Canadians going to the states ???
· 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.00982094
Insult0.0014481602
Profanity0.00006371037
Threat0.00016777044
Severe Toxicity0.0000036744623
Low Tox 0.009420502
Dec 8, 2025 8 likes
Thanks Trudy and Carney we won't forget!
Thanks Trudy and Carney we won't forget!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0012209293
Insult0.00821588
Profanity0.00950252
Threat0.0061296434
Severe Toxicity0.00061035156
Low Tox 0.009361716 Constructive 0.504
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I would rather see the statistics for how many hospitals we will be building.
I would rather see the statistics for how many hospitals we will be building.
New rules, regulations take effect across Canada · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.002173624
Insult0.006363369
Profanity0.010365041
Threat0.006977591
Severe Toxicity0.00072956085
Low Tox 0.009361716 Low Con 0.285
Jan 3, 2026 2 likes New rules, regulations take effect …
I remember Tiger Singh the ex wrestler who became businessman in Brampton. He was very famous in the world of Australian wrestling in the early 1970’s.
I remember Tiger Singh the ex wrestler who became businessman in Brampton. He was very famous in the world of Australian wrestling in the early 1970’s.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0032743104
Insult0.007170874
Profanity0.011184863
Threat0.0067898775
Severe Toxicity0.00061035156
Low Tox 0.009361716 Constructive 0.602 Personal_Narrative
Dec 3, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
century initiative 100 million canadians 🎉
century initiative 100 million canadians 🎉
New rules, regulations take effect across Canada · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0041992567
Insult0.0069238725
Profanity0.009664777
Threat0.006822242
Severe Toxicity0.00086307526
Low Tox 0.009361716 Moderate Con 0.323
Jan 3, 2026 1 likes New rules, regulations take effect …
Karen vs HR showdown!
Karen vs HR showdown!
IRCC Names India in Study Permit Fraud | … · 248: Cluster #247
Close reading → Discourse → Video sentiment →
Identity Attack0.0015446605
Insult0.008006879
Profanity0.0118338885
Threat0.0065956907
Severe Toxicity0.0009775162
Low Tox 0.009361716 Low Con 0.283 Humor_Satire
Sep 29, 2025 IRCC Names India in Study …
Thank you so much for this valuable resource. It was really helpful in passing the test.
Thank you so much for this valuable resource. It was really helpful in passing the test.
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.0029413297
Insult0.0072088744
Profanity0.0138151245
Threat0.007870848
Severe Toxicity0.0009584427
Low Tox 0.009361716 Constructive 0.55 Meta_Commentary
Jan 7, 2026 1 likes Canadian Citizenship Test 2025 – …
Amazing !!! Nice work! Thanks for the hard work and creating awareness!!
Amazing !!! Nice work! Thanks for the hard work and creating awareness!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0028118372
Insult0.006990373
Profanity0.012858666
Threat0.007262398
Severe Toxicity0.0010347366
Low Tox 0.009361716 Constructive 0.503 Solidarity
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Sounds like the system if finally working and working faster to protect the country.
Sounds like the system if finally working and working faster to protect the country.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0021088778
Insult0.0070758737
Profanity0.010211324
Threat0.0066215824
Severe Toxicity0.00061511993
Low Tox 0.009361716 Moderate Con 0.321
Dec 24, 2025 Deportations From Canada at Their …
Praying for you!
Praying for you!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0020071338
Insult0.006724371
Profanity0.01084327
Threat0.0072235605
Severe Toxicity0.00074863434
Low Tox 0.009298885 Moderate Con 0.445
Jan 27, 2026 Inside Canada's Indian Invasion...
Do they ask you for specific dates/years?
Do they ask you for specific dates/years?
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.001812895
Insult0.006828872
Profanity0.010979908
Threat0.0062008454
Severe Toxicity0.00056266785
Low Tox 0.009298885 Low Con 0.245 Question
Jan 23, 2026 Canadian Citizenship Test 2025 – …
242.united states and Canada
242.united states and Canada
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 149: Cluster #148
Close reading → Video sentiment →
Identity Attack0.004347248
Insult0.0068098716
Profanity0.01127026
Threat0.0073918556
Severe Toxicity0.0009012222
Low Tox 0.009298885 Low Con 0.267
May 19, 2025 2 likes Canadian Citizenship Test 2025 – …
Не удивительно😂😂😂 Из-за них теперь проблемы для настоящих студентов
Не удивительно😂😂😂 Из-за них теперь проблемы для настоящих студентов
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.0015261616
Insult0.010628895
Profanity0.010177165
Threat0.0054338085
Severe Toxicity0.00041007996
Low Tox 0.009298885 Low Con 0.179
Oct 1, 2025 IRCC Names India in Study …
my tax dollars finally in works for a good reason. We should be looking for much stricter laws than C12
my tax dollars finally in works for a good reason. We should be looking for much stricter laws than C12
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0017851467
Insult0.0073798755
Profanity0.010006369
Threat0.0062979385
Severe Toxicity0.0005531311
Low Tox 0.009298885 Moderate Con 0.414
Dec 23, 2025 Deportations From Canada at Their …
I came from India in the 1900’s working as royal security unit decades before RCMP was founded.
I came from India in the 1900’s working as royal security unit decades before RCMP was founded.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0045322375
Insult0.0069143726
Profanity0.010604155
Threat0.006641001
Severe Toxicity0.0005555153
Low Tox 0.009298885 Moderate Con 0.483 Personal_Narrative
Dec 3, 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.