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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 1113 of 1230
Tek çare ÜMİT ÖZDAĞ❤❤
Tek çare ÜMİT ÖZDAĞ❤❤
Inside Canada's Indian Invasion... · 14: Cluster #13
Close reading → Discourse → Video sentiment →
Identity Attack0.0030523231
Insult0.0118069025
Profanity0.028913507
Threat0.008039144
Severe Toxicity0.0027275085
Low Tox 0.019980038 Low Con 0.216 Call_To_Action
Feb 16, 2026 Inside Canada's Indian Invasion...
В России тоже массово эмигрируют Индийцы
В России тоже массово эмигрируют Индийцы
Inside Canada's Indian Invasion... · 53: Cluster #52
Close reading → Discourse → Video sentiment →
Identity Attack0.014953227
Insult0.010476895
Profanity0.016821137
Threat0.005537375
Severe Toxicity0.0014686584
Low Tox 0.019980038 Low Con 0.214 Comparative_Framing
Feb 11, 2026 2 likes Inside Canada's Indian Invasion...
Tyler will be recording the gorehabba festival in Toronto soon.
Tyler will be recording the gorehabba festival in Toronto soon.
Inside Canada's Indian Invasion... · 72: Cluster #71
Close reading → Video sentiment →
Identity Attack0.0029598286
Insult0.0113509
Profanity0.012312118
Threat0.007197669
Severe Toxicity0.0010061264
Low Tox 0.019980038 Low Con 0.26
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
😂😂😂😂😂😂
😂😂😂😂😂😂
2.9 million Canadian temporary visas expire in 2025-2026 · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0016371552
Insult0.009431887
Profanity0.025087673
Threat0.0060778605
Severe Toxicity0.002708435
Low Tox 0.019980038 Moderate Con 0.459
Jan 16, 2026 2.9 million Canadian temporary visas …
Good luck
Good luck
Inside Canada's Indian Invasion... · 284: Cluster #283
Close reading → Video sentiment →
Identity Attack0.0047727237
Insult0.009507888
Profanity0.017914234
Threat0.009126588
Severe Toxicity0.0018405914
Low Tox 0.019980038 Moderate Con 0.474
Feb 15, 2026 Inside Canada's Indian Invasion...
This was predictable….Liberal government likes to pardon violent criminals and give them PR / Citizenship…meanwhile if an American trying to enter Canada but convicted of drug possession, they are sent back. SMH .
This was predictable….Liberal government likes to pardon violent criminals and give them PR / Citizenship…meanwhile if an American trying to enter Canada but convicted of drug possession, they are sent back. SMH .
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0007528125
Insult0.0058116526
Profanity0.000082267376
Threat0.00040499697
Severe Toxicity0.0000038061758
Low Tox 0.019867316
Dec 9, 2025
Very beautiful communities 💝
Very beautiful communities 💝
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008102531
Insult0.00975489
Profanity0.019963788
Threat0.008116818
Severe Toxicity0.002193451
Low Tox 0.019854378 Moderate Con 0.473 Solidarity
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
This is pure bravery. Imagine doing this. Thanks bro.
This is pure bravery. Imagine doing this. Thanks bro.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0038477771
Insult0.009108886
Profanity0.016821137
Threat0.0089712385
Severe Toxicity0.0016307831
Low Tox 0.019854378 Moderate Con 0.463 Solidarity
Feb 15, 2026 17 likes Inside Canada's Indian Invasion...
WE NEED ICE HERE IN CANADA.
WE NEED ICE HERE IN CANADA.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0048097214
Insult0.008918885
Profanity0.010996987
Threat0.008492245
Severe Toxicity0.0016403198
Low Tox 0.019854378 Low Con 0.275
Dec 29, 2025 Deportations From Canada at Their …
Alberta>Canada
Alberta>Canada
Canada’s new rules in 2026 · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.009767435
Insult0.0105148945
Profanity0.010296722
Threat0.005958112
Severe Toxicity0.0010871887
Low Tox 0.019854378 Moderate Con 0.361 Identity_Assertion
Feb 9, 2026 Canada’s new rules in 2026
👇 true canadians
👇 true canadians
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.01191331
Insult0.00971689
Profanity0.0138151245
Threat0.007521313
Severe Toxicity0.0016403198
Low Tox 0.019854378 Moderate Con 0.341
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Pakistani Canadian I respect Canadians , love Canadian culture. Canada is our chosen homeland and we truly love this great country. I raise two daughters here and one is a successful professional civil …
As a Pakistani Canadian I respect Canadians , love Canadian culture. Canada is our chosen homeland and we truly love this great country. I raise two daughters here and one is a successful professional civil engineer and second is a chartered accountant.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.009989422
Insult0.009279887
Profanity0.013131939
Threat0.006874025
Severe Toxicity0.0012111664
Low Tox 0.019854378 Constructive 0.713 Personal_Narrative
Sep 13, 2025 1 likes Why Canadians Are Turning Against …
theyre working at tim hortons!
theyre working at tim hortons!
IRCC Names India in Study Permit Fraud | … · 401: Cluster #400
Close reading → Video sentiment →
Identity Attack0.0033298072
Insult0.0107048955
Profanity0.014122557
Threat0.007197669
Severe Toxicity0.0012016296
Low Tox 0.019854378 Low Con 0.286
Oct 2, 2025 IRCC Names India in Study …
Do something on the ICE protests in Minneapolis
Do something on the ICE protests in Minneapolis
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0048097214
Insult0.008595883
Profanity0.011902207
Threat0.008090926
Severe Toxicity0.0010585785
Low Tox 0.019854378 Moderate Con 0.327 Call_To_Action
Jan 29, 2026 4 likes Inside Canada's Indian Invasion...
Lol...😂
Lol...😂
Canadian immigration officers investigating hundreds identified by extortion … · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.0013596712
Insult0.011236899
Profanity0.02474608
Threat0.006149062
Severe Toxicity0.0020980835
Low Tox 0.019854378 Moderate Con 0.469
Feb 19, 2026 Canadian immigration officers investigating hundreds …
Soooooooooo WHY??!?!?!??!?
Soooooooooo WHY??!?!?!??!?
Inside Canada's Indian Metropolis (Brampton) · 208: Cluster #207
Close reading → Discourse → Video sentiment →
Identity Attack0.0021458757
Insult0.0081208795
Profanity0.014225035
Threat0.0063108844
Severe Toxicity0.0012588501
Low Tox 0.019854378 Moderate Con 0.316 Question
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
BUILD MORE HOUSES
BUILD MORE HOUSES
Canada’s new rules in 2026 · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.0045507364
Insult0.008633883
Profanity0.013336895
Threat0.008259222
Severe Toxicity0.0017547607
Low Tox 0.019854378 Low Con 0.3 Economic_Argument
Jan 15, 2026 Canada’s new rules in 2026
Just curious if you are born in Canada, do you get automatic citizenship?
Just curious if you are born in Canada, do you get automatic citizenship?
Canada's tighter immigration policy divides the country • … · 31: Cluster #30
Close reading → Discourse → Video sentiment →
Identity Attack0.011617327
Insult0.008538882
Profanity0.00998929
Threat0.0062332097
Severe Toxicity0.0007915497
Low Tox 0.019854378 Moderate Con 0.362 Question
Feb 23, 2026 Canada's tighter immigration policy divides …
so what are you doing canada?
so what are you doing canada?
2.9 million Canadian temporary visas expire in 2025-2026 · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.006770608
Insult0.009868891
Profanity0.010689554
Threat0.0061814263
Severe Toxicity0.0009059906
Low Tox 0.019854378 Low Con 0.277 Question
Jan 18, 2026 2.9 million Canadian temporary visas …
I don’t watch CBC
I don’t watch CBC
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0048097214
Insult0.009564889
Profanity0.012312118
Threat0.0067057298
Severe Toxicity0.00094890594
Low Tox 0.019854378 Moderate Con 0.353
Feb 11, 2018 How much do refugees and …
Khalistan
Khalistan
Inside Canada's Indian Invasion... · 154: Cluster #153
Close reading → Video sentiment →
Identity Attack0.011025362
Insult0.013174911
Profanity0.019963788
Threat0.008298059
Severe Toxicity0.0020503998
Low Tox 0.019854378 Moderate Con 0.303
Feb 21, 2026 Inside Canada's Indian Invasion...
This is our version of a no go zone, but it's by choice.
This is our version of a no go zone, but it's by choice.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0036812867
Insult0.009374888
Profanity0.013405213
Threat0.007624879
Severe Toxicity0.0010347366
Low Tox 0.019854378 Moderate Con 0.322 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
We need a ICE in Canada
We need a ICE in Canada
IRCC Names India in Study Permit Fraud | … · 177: Cluster #176
Close reading → Video sentiment →
Identity Attack0.0065856185
Insult0.009260887
Profanity0.010996987
Threat0.008194493
Severe Toxicity0.0013160706
Low Tox 0.019854378 Low Con 0.268
Sep 30, 2025 IRCC Names India in Study …
i though it was in london
i though it was in london
Inside Canada's Indian Invasion... · 198: Cluster #197
Close reading → Discourse → Video sentiment →
Identity Attack0.00725158
Insult0.008785884
Profanity0.017914234
Threat0.008168601
Severe Toxicity0.0014591217
Low Tox 0.019854378 Moderate Con 0.402 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
PLEASE DO ! THANK YOU 🙏❤️🇨🇦
PLEASE DO ! THANK YOU 🙏❤️🇨🇦
Canadian immigration officers investigating hundreds identified by extortion … · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.006511623
Insult0.009089886
Profanity0.017709278
Threat0.008466354
Severe Toxicity0.0021743774
Low Tox 0.019854378 Moderate Con 0.39 Call_To_Action
Feb 22, 2026 Canadian immigration officers investigating hundreds …
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.