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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 938 of 1230
only reason deportations are at an all time high is because they did zero deportations the last 10 years
only reason deportations are at an all time high is because they did zero deportations the last 10 years
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.022791367
Insult0.011920903
Profanity0.0137468055
Threat0.0074306927
Severe Toxicity0.0015735626
Low Tox 0.049584184 Low Con 0.146
Dec 26, 2025 Deportations From Canada at Their …
I hope it breaks more.
I hope it breaks more.
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.003903274
Insult0.012984909
Profanity0.025087673
Threat0.015256803
Severe Toxicity0.002336502
Low Tox 0.049584184 Moderate Con 0.337 Fear_Threat
Jan 21, 2026 Why Canada’s immigration system has …
Make Brampton great again 😂😂😂
Make Brampton great again 😂😂😂
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0060676485
Insult0.016784932
Profanity0.025497584
Threat0.0086087575
Severe Toxicity0.0029563904
Low Tox 0.049584184 Low Con 0.285 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
as a fellow Canadian that lives in Ontario it has gotten really bad over the past few years especially the job opportunities .
as a fellow Canadian that lives in Ontario it has gotten really bad over the past few years especially the job opportunities .
Inside Canada's Indian Invasion... · 71: Cluster #70
Close reading → Discourse → Video sentiment →
Identity Attack0.019877186
Insult0.020643732
Profanity0.010911589
Threat0.0062979385
Severe Toxicity0.0011634827
Low Tox 0.049584184 Constructive 0.565 Economic_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Ya mon!!! Too much is too much
Ya mon!!! Too much is too much
Why Canadians Are Turning Against Immigrants. · 106: Cluster #105
Close reading → Video sentiment →
Identity Attack0.0045322375
Insult0.018516673
Profanity0.02836696
Threat0.007857903
Severe Toxicity0.0025558472
Low Tox 0.049584184 Moderate Con 0.366
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
It's perfectly safe and ethical for Canadians to say that they want to keep their Canadian culture.
It's perfectly safe and ethical for Canadians to say that they want to keep their Canadian culture.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.043581683
Insult0.015340924
Profanity0.010655395
Threat0.0066733654
Severe Toxicity0.0016880035
Low Tox 0.049584184 Moderate Con 0.428 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
This is all planned by the global elites.
This is all planned by the global elites.
IRCC Names India in Study Permit Fraud | … · 176: Cluster #175
Close reading → Discourse → Video sentiment →
Identity Attack0.009767435
Insult0.01632893
Profanity0.016479544
Threat0.008686432
Severe Toxicity0.0018596649
Low Tox 0.049584184 Low Con 0.123 Unverified_Claim
Feb 9, 2026 IRCC Names India in Study …
*One day soon Canada will be little Bharat ...*
*One day soon Canada will be little Bharat ...*
Inside Canada's Indian Metropolis (Brampton) · 36: Cluster #35
Close reading → Video sentiment →
Identity Attack0.036878675
Insult0.01819439
Profanity0.011406898
Threat0.007353018
Severe Toxicity0.0022220612
Low Tox 0.049584184 Low Con 0.204
Nov 14, 2025 Inside Canada's Indian Metropolis (Brampton)
0 they never earned it one penny!
0 they never earned it one penny!
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0027933381
Insult0.019870255
Profanity0.015044857
Threat0.006835188
Severe Toxicity0.0012493134
Low Tox 0.049584184 Low Con 0.202
Mar 6, 2019 1 likes How much do refugees and …
2:27 ty
2:27 ty
Inside Canada's Indian Invasion... · 18: Cluster #17
Close reading → Video sentiment →
Identity Attack0.007806548
Insult0.01632893
Profanity0.031140719
Threat0.011042561
Severe Toxicity0.0036811829
Low Tox 0.049584184 Low Con 0.291
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
girl took her Fathers car DROVE to the bar where the pickers drink beer. GOT MARRIED.
girl took her Fathers car DROVE to the bar where the pickers drink beer. GOT MARRIED.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0065486208
Insult0.017292
Profanity0.015386449
Threat0.0075083673
Severe Toxicity0.0018310547
Low Tox 0.049584184 Moderate Con 0.344 Personal_Narrative
Feb 22, 2026 1 likes LILLEY UNLEASHED: The fall of …
hey its gear but its not puunjab but its panjab.
hey its gear but its not puunjab but its panjab.
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Video sentiment →
Identity Attack0.022590388
Insult0.018967867
Profanity0.024199532
Threat0.008893564
Severe Toxicity0.0029945374
Low Tox 0.049584184 Low Con 0.227
Jan 27, 2026 Inside Canada's Indian Invasion...
wait why did this end so fast? why did you leave and not follow through with the whole thing?
wait why did this end so fast? why did you leave and not follow through with the whole thing?
Inside Canada's Indian Invasion... · 309: Cluster #308
Close reading → Discourse → Video sentiment →
Identity Attack0.0029968263
Insult0.01632893
Profanity0.019758832
Threat0.008556974
Severe Toxicity0.00166893
Low Tox 0.049584184 Moderate Con 0.353 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Total population of Punjab is not even 1 % of india
Total population of Punjab is not even 1 % of india
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.036878675
Insult0.016860934
Profanity0.022833163
Threat0.0074954215
Severe Toxicity0.0025558472
Low Tox 0.049584184 Low Con 0.147 Comparative_Framing
Feb 6, 2026 Inside Canada's Indian Invasion...
Thank to this video I pass my citizenship test.
Thank to this video I pass my citizenship test.
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Discourse → Video sentiment →
Identity Attack0.010655383
Insult0.01302291
Profanity0.02167175
Threat0.009644418
Severe Toxicity0.002937317
Low Tox 0.049584184 Moderate Con 0.457 Personal_Narrative
Jan 6, 2026 1 likes Canadian Citizenship Test 2025 – …
And housing construction is up 10% across the country. Maybe we will dig ourselves out from under this mess.
And housing construction is up 10% across the country. Maybe we will dig ourselves out from under this mess.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0029043318
Insult0.022706337
Profanity0.014361672
Threat0.007793174
Severe Toxicity0.0011873245
Low Tox 0.049584184 Moderate Con 0.427
Dec 24, 2025 Deportations From Canada at Their …
Guy at 2:05 should be a model for what to do
Guy at 2:05 should be a model for what to do
Inside Canada's Indian Invasion... · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.0069185994
Insult0.020385906
Profanity0.020578653
Threat0.008582866
Severe Toxicity0.002670288
Low Tox 0.049584184 Low Con 0.261 Meta_Commentary
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Dont worry, the courts will make sure they arent punished for their crimes and all become full citizens. If voters cared about the justice system, they wouldnt have re elected the same government.
Dont worry, the courts will make sure they arent punished for their crimes and all become full citizens. If voters cared about the justice system, they wouldnt have re elected the same government.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.005660672
Insult0.023093075
Profanity0.012312118
Threat0.008272167
Severe Toxicity0.0011444092
Low Tox 0.049584184 Low Con 0.218 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Bon Voyage! Time for Canadians to fill those jobs and homes.
Bon Voyage! Time for Canadians to fill those jobs and homes.
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.032753747
Insult0.016100928
Profanity0.00995513
Threat0.008349842
Severe Toxicity0.0019073486
Low Tox 0.049584184 Moderate Con 0.319
Jan 15, 2026 2 likes 2.9 million Canadian temporary visas …
Although small number, Almost 60% of Indian immigrants in Nova Scotia works as Uber driver or Tim Hortons.
Although small number, Almost 60% of Indian immigrants in Nova Scotia works as Uber driver or Tim Hortons.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.054763943
Insult0.017420914
Profanity0.01627459
Threat0.007145886
Severe Toxicity0.0016593933
Low Tox 0.049584184 Moderate Con 0.416
Aug 26, 2025 Why Canadians Are Turning Against …
Imagine thinking the USA is the greatest country in the world
Imagine thinking the USA is the greatest country in the world
Inside Canada's Indian Invasion... · 48: Cluster #47
Close reading → Discourse → Video sentiment →
Identity Attack0.023595277
Insult0.015416925
Profanity0.019963788
Threat0.008065036
Severe Toxicity0.002155304
Low Tox 0.049584184 Low Con 0.142 Comparative_Framing
Feb 24, 2026 Inside Canada's Indian Invasion...
This makes me hungry for Indian food.
This makes me hungry for Indian food.
Inside Canada's Indian Invasion... · 93: Cluster #92
Close reading → Discourse → Video sentiment →
Identity Attack0.028886627
Insult0.011958904
Profanity0.02344803
Threat0.010084574
Severe Toxicity0.0028800964
Low Tox 0.049584184 Moderate Con 0.407 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Everyone punjab 😅
Everyone punjab 😅
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.036878675
Insult0.028612386
Profanity0.03840541
Threat0.009463178
Severe Toxicity0.004234314
Low Tox 0.049584184 Moderate Con 0.356 Identity_Assertion
Feb 21, 2026 Inside Canada's Indian Invasion...
Hahaha I was born and raised in Brampton from birth in 1996-2020, and I still live in the general area (the GTA). VERY interested to see this video. Bramladesh sure has changed a lot in …
Hahaha I was born and raised in Brampton from birth in 1996-2020, and I still live in the general area (the GTA). VERY interested to see this video. Bramladesh sure has changed a lot in the last 30 years.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.014852738
Insult0.015796926
Profanity0.028503597
Threat0.00814271
Severe Toxicity0.0025367737
Low Tox 0.049336795 Constructive 0.625 Humor_Satire
Feb 18, 2026 Inside Canada's Indian Invasion...
We need to stop this
We need to stop this
Inside Canada's Indian Invasion... · 199: Cluster #198
Close reading → Discourse → Video sentiment →
Identity Attack0.006696612
Insult0.011882903
Profanity0.01982715
Threat0.015774792
Severe Toxicity0.0021839142
Low Tox 0.049336795 Moderate Con 0.314 Call_To_Action
Jan 27, 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.