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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 1094 of 1230
No Vacancy. Time to go. 1. Ask 2. Tell 3. Make
No Vacancy. Time to go. 1. Ask 2. Tell 3. Make
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.002552852
Insult0.00983089
Profanity0.0127903465
Threat0.008712323
Severe Toxicity0.0012683868
Low Tox 0.022256956 Low Con 0.277 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
YEET THE JEET
YEET THE JEET
Inside Canada's Indian Metropolis (Brampton) · 90: Cluster #89
Close reading → Video sentiment →
Identity Attack0.0030338243
Insult0.0113889
Profanity0.02119352
Threat0.008634649
Severe Toxicity0.002298355
Low Tox 0.022256956 Low Con 0.234
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Frisco texas…
Frisco texas…
Inside Canada's Indian Invasion... · 114: Cluster #113
Close reading → Discourse → Video sentiment →
Identity Attack0.005919657
Insult0.0140109155
Profanity0.014805742
Threat0.006149062
Severe Toxicity0.0011587143
Low Tox 0.022256956 Moderate Con 0.309 Meta_Commentary
Feb 4, 2026 Inside Canada's Indian Invasion...
or those who come through other safe countries
or those who come through other safe countries
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0102854045
Insult0.008785884
Profanity0.011253181
Threat0.006259101
Severe Toxicity0.0008773804
Low Tox 0.022256956 Low Con 0.252 Policy_Critique
Feb 24, 2026 1 likes 'We do know that there's …
Thanks to Who? You know the answer.😢
Thanks to Who? You know the answer.😢
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.002885833
Insult0.010400894
Profanity0.012961143
Threat0.007314181
Severe Toxicity0.0010919571
Low Tox 0.022256956 Low Con 0.265 Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
Meanwhile, the CBC: Everything is fine keep being polite and smile
Meanwhile, the CBC: Everything is fine keep being polite and smile
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.002830336
Insult0.01309891
Profanity0.010723713
Threat0.0062137907
Severe Toxicity0.0007867813
Low Tox 0.022256956 Low Con 0.212
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadistan
Canadistan
Inside Canada's Indian Metropolis (Brampton) · 149: Cluster #148
Close reading → Video sentiment →
Identity Attack0.011469335
Insult0.00975489
Profanity0.014395831
Threat0.0071199946
Severe Toxicity0.0014591217
Low Tox 0.022256956 Low Con 0.269
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Before u give Trudeau senior any credit , he was the one who started the change in Canada from a producer to a service country from bring in immigrants that produced in the 50’s and …
Before u give Trudeau senior any credit , he was the one who started the change in Canada from a producer to a service country from bring in immigrants that produced in the 50’s and 60’s to bringing in low paying service jobs from the 70’s till now. This decline started 50 years ago
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0071775843
Insult0.012946909
Profanity0.008938893
Threat0.005825418
Severe Toxicity0.0005698204
Low Tox 0.022256956 Moderate Con 0.468 Policy_Critique
Feb 20, 2026 3 likes LILLEY UNLEASHED: The fall of …
YEET THE JEET
YEET THE JEET
Inside Canada's Indian Invasion... · 90: Cluster #89
Close reading → Discourse → Video sentiment →
Identity Attack0.0030338243
Insult0.0113889
Profanity0.02119352
Threat0.008634649
Severe Toxicity0.002298355
Low Tox 0.022256956 Low Con 0.235 Unverified_Claim
Mar 3, 2026 Inside Canada's Indian Invasion...
bro i missed out on tyler coming to canada :(
bro i missed out on tyler coming to canada :(
Inside Canada's Indian Invasion... · 72: Cluster #71
Close reading → Discourse → Video sentiment →
Identity Attack0.007473567
Insult0.011160898
Profanity0.011492296
Threat0.006550381
Severe Toxicity0.0009536743
Low Tox 0.022256956 Moderate Con 0.437 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The heavy price is paid by the Canadians who lose housing ,jobs , college opportunities, health care, etc
The heavy price is paid by the Canadians who lose housing ,jobs , college opportunities, health care, etc
2.9 million Canadian temporary visas expire in 2025-2026 · 33: Cluster #32
Close reading → Discourse → Video sentiment →
Identity Attack0.011025362
Insult0.009868891
Profanity0.009323184
Threat0.0060908063
Severe Toxicity0.0008201599
Low Tox 0.022256956 Moderate Con 0.426 Economic_Argument
Jan 16, 2026 2.9 million Canadian temporary visas …
12:03 Lawrence of Punjabistan
12:03 Lawrence of Punjabistan
Inside Canada's Indian Metropolis (Brampton) · 16: Cluster #15
Close reading → Video sentiment →
Identity Attack0.010063417
Insult0.010590895
Profanity0.021466793
Threat0.0100069
Severe Toxicity0.0024318695
Low Tox 0.022256956 Low Con 0.22
Sep 19, 2025 11 likes Inside Canada's Indian Metropolis (Brampton)
This is so alarming and such a high cost. Check the crime. High risk and still here? No wonder crime is high and safety and well being is so low.
This is so alarming and such a high cost. Check the crime. High risk and still here? No wonder crime is high and safety and well being is so low.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0015631594
Insult0.0113509
Profanity0.009493981
Threat0.0070034824
Severe Toxicity0.0007724762
Low Tox 0.022256956 Moderate Con 0.448 Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
The Government knew about this for years and didn't do anything
The Government knew about this for years and didn't do anything
IRCC Names India in Study Permit Fraud | … · 49: Cluster #48
Close reading → Video sentiment →
Identity Attack0.0037552824
Insult0.0116169015
Profanity0.012551232
Threat0.0067898775
Severe Toxicity0.0007534027
Low Tox 0.022256956 Low Con 0.186
Oct 22, 2025 IRCC Names India in Study …
YEET THE JEET
YEET THE JEET
Inside Canada's Indian Invasion... · 90: Cluster #89
Close reading → Discourse → Video sentiment →
Identity Attack0.0030338243
Insult0.0113889
Profanity0.02119352
Threat0.008634649
Severe Toxicity0.002298355
Low Tox 0.022256956 Low Con 0.235 Humor_Satire
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
You are this was in your province Doug…. Do something about it.
You are this was in your province Doug…. Do something about it.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.002192123
Insult0.012376905
Profanity0.010245483
Threat0.006738094
Severe Toxicity0.0007915497
Low Tox 0.022139108 Moderate Con 0.33 Call_To_Action
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Please don’t renew. Thank you😊
Please don’t renew. Thank you😊
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0023863618
Insult0.010856897
Profanity0.01128734
Threat0.00713294
Severe Toxicity0.00089645386
Low Tox 0.022139108 Moderate Con 0.417 Call_To_Action
Jan 15, 2026 2.9 million Canadian temporary visas …
Progress all round
Progress all round
Canada’s new rules in 2026 · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.00569767
Insult0.009982891
Profanity0.017162729
Threat0.007922632
Severe Toxicity0.0014781952
Low Tox 0.022139108 Moderate Con 0.38 Solidarity
Jan 11, 2026 1 likes Canada’s new rules in 2026
Why did you redeem it????
Why did you redeem it????
Inside Canada's Indian Invasion... · 145: Cluster #144
Close reading → Discourse → Video sentiment →
Identity Attack0.0024788564
Insult0.009431887
Profanity0.014669105
Threat0.007314181
Severe Toxicity0.0011301041
Low Tox 0.022139108 Moderate Con 0.363 Question
Jan 27, 2026 155 likes Inside Canada's Indian Invasion...
It isn’t nearly enough. It would be better to secure our borders so people can’t just walk across. It isn’t rocket science. We do not have the responsibility to take in every person who crosses …
It isn’t nearly enough. It would be better to secure our borders so people can’t just walk across. It isn’t rocket science. We do not have the responsibility to take in every person who crosses our border especially when their first step on western land was the US.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.006992595
Insult0.010248893
Profanity0.010484599
Threat0.0068869707
Severe Toxicity0.0007867813
Low Tox 0.022139108 Moderate Con 0.449 Policy_Critique
Dec 29, 2025 1 likes Deportations From Canada at Their …
Browntown
Browntown
Inside Canada's Indian Metropolis (Brampton) · 209: Cluster #208
Close reading → Video sentiment →
Identity Attack0.006030651
Insult0.010932897
Profanity0.017436003
Threat0.008181547
Severe Toxicity0.0014972687
Low Tox 0.022139108 Moderate Con 0.426
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s not just Canada, I’m just saying, you find them everywhere 😂
It’s not just Canada, I’m just saying, you find them everywhere 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0071405866
Insult0.010666896
Profanity0.013405213
Threat0.0066280556
Severe Toxicity0.0010299683
Low Tox 0.022139108 Moderate Con 0.389 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Many thanks to whoever made this video!
Many thanks to whoever made this video!
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.0069185994
Insult0.009355888
Profanity0.019758832
Threat0.009955117
Severe Toxicity0.0023841858
Low Tox 0.022139108 Moderate Con 0.413 Meta_Commentary
Feb 12, 2026 2 likes Canadian Citizenship Test 2025 – …
Wait, a $50000 gift? wow! were,s mine?
Wait, a $50000 gift? wow! were,s mine?
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0021181274
Insult0.010248893
Profanity0.012995303
Threat0.006925808
Severe Toxicity0.001077652
Low Tox 0.022139108 Moderate Con 0.362
Feb 7, 2018 106 likes How much do refugees and …
I'd love you to come to Sarnia, Ontario and see the takeover here. Nobody talks about it much. Woke city council tries to make sure of that.
I'd love you to come to Sarnia, Ontario and see the takeover here. Nobody talks about it much. Woke city council tries to make sure of that.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0029413297
Insult0.012718908
Profanity0.011902207
Threat0.0065180166
Severe Toxicity0.0008010864
Low Tox 0.022139108 Moderate Con 0.475 Fear_Threat
Sep 20, 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.