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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 1016 of 1230
The guy on the bike is real
The guy on the bike is real
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.005438685
Insult0.014580919
Profanity0.019143965
Threat0.008841781
Severe Toxicity0.001964569
Low Tox 0.033334624 Moderate Con 0.314 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Watched a Transport Truck back His trailer over a snow bank then get it stuck in a ditch just this morning. An hour later I saw a guy turn left without the advanced light and …
Watched a Transport Truck back His trailer over a snow bank then get it stuck in a ditch just this morning. An hour later I saw a guy turn left without the advanced light and get side swiped by a City Bus. Can you guess where both at-fault Drivers came from? (This isn't even in Brampton, that's just how quick they spread)
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.0025343532
Insult0.013288911
Profanity0.011782649
Threat0.010654188
Severe Toxicity0.0015258789
Low Tox 0.033334624 Constructive 0.58 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Ice Ice baby..... Let's Lear them real good!
Ice Ice baby..... Let's Lear them real good!
Canadian immigration officers investigating hundreds identified by extortion … · 82: Cluster #81
Close reading → Discourse → Video sentiment →
Identity Attack0.004125261
Insult0.014580919
Profanity0.01535229
Threat0.008440462
Severe Toxicity0.0018119812
Low Tox 0.033334624 Low Con 0.243 Humor_Satire
Feb 18, 2026 Canadian immigration officers investigating hundreds …
They collect government money plus baby bonus plus they get bonus plus less plus but food food
They collect government money plus baby bonus plus they get bonus plus less plus but food food
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.004328749
Insult0.016784932
Profanity0.013131939
Threat0.005835127
Severe Toxicity0.0010728836
Low Tox 0.033334624 Moderate Con 0.322
Nov 24, 2025 Quebec Ends Economic Immigration Program …
Canada has to take these money from board officers, who allowed them to come in Canada, from immigration and refugees workers who allowed them to stay in Canada, from immigration lawyers. But not from our …
Canada has to take these money from board officers, who allowed them to come in Canada, from immigration and refugees workers who allowed them to stay in Canada, from immigration lawyers. But not from our money. People hard working every day and pay taxes not for mistakes of immigration and refugee workes. If this ministry so expensive- it is necessary to close this ministry.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.016460562
Insult0.014238917
Profanity0.009545219
Threat0.0063626673
Severe Toxicity0.0009870529
Low Tox 0.033334624 Constructive 0.573
Dec 25, 2025 Deportations From Canada at Their …
MCGA❗️ MCGA‼️
MCGA❗️ MCGA‼️
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.003385304
Insult0.017549826
Profanity0.044167064
Threat0.0065115434
Severe Toxicity0.004558563
Low Tox 0.033334624 Low Con 0.273
Sep 30, 2025 IRCC Names India in Study …
bro i was in brampton waiting for my bus back to my city i could’ve visited you!
bro i was in brampton waiting for my bus back to my city i could’ve visited you!
Inside Canada's Indian Invasion... · 152: Cluster #151
Close reading → Discourse → Video sentiment →
Identity Attack0.005660672
Insult0.012870909
Profanity0.017162729
Threat0.009540852
Severe Toxicity0.0017642975
Low Tox 0.033334624 Constructive 0.519 Personal_Narrative
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Well ... Y'all let them in
Well ... Y'all let them in
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.004347248
Insult0.012376905
Profanity0.017504321
Threat0.010576514
Severe Toxicity0.0018501282
Low Tox 0.033334624 Low Con 0.233 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Yup! It's time to fight back and not let it get to the point the UK found themselves in before they finally clued in.
Yup! It's time to fight back and not let it get to the point the UK found themselves in before they finally clued in.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008139528
Insult0.012794908
Profanity0.012277958
Threat0.010214032
Severe Toxicity0.0012683868
Low Tox 0.033334624 Moderate Con 0.402 Call_To_Action
Aug 25, 2025 Why Canadians Are Turning Against …
Someone tell me where this guy with the bike stays…
Someone tell me where this guy with the bike stays…
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.002885833
Insult0.015416925
Profanity0.0128245065
Threat0.0076507707
Severe Toxicity0.0012969971
Low Tox 0.033334624 Moderate Con 0.369 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Boy I wonder how STEELE ave is doing...Brampton...And 61,Mary Street..😒😒😪😪😪🙏🏼
Boy I wonder how STEELE ave is doing...Brampton...And 61,Mary Street..😒😒😪😪😪🙏🏼
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.002293867
Insult0.0154929245
Profanity0.013063621
Threat0.0071717775
Severe Toxicity0.0014591217
Low Tox 0.033334624 Moderate Con 0.486 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is the new Southall
Canada is the new Southall
Inside Canada's Indian Invasion... · 36: Cluster #35
Close reading → Video sentiment →
Identity Attack0.014752249
Insult0.014428918
Profanity0.013849284
Threat0.0074824756
Severe Toxicity0.0017738342
Low Tox 0.033334624 Low Con 0.272
Jan 27, 2026 Inside Canada's Indian Invasion...
How sad
How sad
Inside Canada's Indian Invasion... · 168: Cluster #167
Close reading → Video sentiment →
Identity Attack0.0028118372
Insult0.01313691
Profanity0.0137468055
Threat0.0067769317
Severe Toxicity0.0011205673
Low Tox 0.033334624 Moderate Con 0.447
Feb 26, 2026 Inside Canada's Indian Invasion...
Felt like watching a movie. 😮😮😮 19:00
Felt like watching a movie. 😮😮😮 19:00
Inside Canada's Indian Invasion... · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.0058086636
Insult0.011236899
Profanity0.020920247
Threat0.00899713
Severe Toxicity0.0024318695
Low Tox 0.03309893 Moderate Con 0.315 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Open up a turban factory there,you will make much money in Canaduh...
Open up a turban factory there,you will make much money in Canaduh...
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0058826595
Insult0.014390918
Profanity0.0128245065
Threat0.0068999166
Severe Toxicity0.0013160706
Low Tox 0.03309893 Low Con 0.178 Humor_Satire
Mar 2, 2026 Inside Canada's Indian Invasion...
are there any other good youtubers or sources for coverage of this issue?
are there any other good youtubers or sources for coverage of this issue?
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.006770608
Insult0.0115029
Profanity0.020783609
Threat0.009359611
Severe Toxicity0.0018501282
Low Tox 0.03309893 Moderate Con 0.314 Question
Jan 23, 2026 Thousands of refugees allowed into …
Nobody is surprised
Nobody is surprised
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.004587734
Insult0.012186904
Profanity0.018665737
Threat0.0077284453
Severe Toxicity0.0015640259
Low Tox 0.03309893 Low Con 0.281
Oct 1, 2025 IRCC Names India in Study …
enjoy the diversity
enjoy the diversity
Inside Canada's Indian Metropolis (Brampton) · 153: Cluster #152
Close reading → Discourse → Video sentiment →
Identity Attack0.011543332
Insult0.011730902
Profanity0.01846078
Threat0.008919456
Severe Toxicity0.0022697449
Low Tox 0.03309893 Moderate Con 0.373 Solidarity
Oct 12, 2025 Inside Canada's Indian Metropolis (Brampton)
Remigration is the compassionate solution.
Remigration is the compassionate solution.
Inside Canada's Indian Invasion... · 169: Cluster #168
Close reading → Discourse → Video sentiment →
Identity Attack0.0050687063
Insult0.010780896
Profanity0.01442999
Threat0.010472948
Severe Toxicity0.0019931793
Low Tox 0.03309893 Moderate Con 0.311 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Canadian gov rollin in 💰
Canadian gov rollin in 💰
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.011099357
Insult0.015644927
Profanity0.014190876
Threat0.007029374
Severe Toxicity0.0015735626
Low Tox 0.03309893 Low Con 0.193
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Its all planned. Century initiative. Libs rolling out the plan.
Its all planned. Century initiative. Libs rolling out the plan.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.007473567
Insult0.01625293
Profanity0.011765569
Threat0.007327127
Severe Toxicity0.0011587143
Low Tox 0.03309893 Low Con 0.098 Unverified_Claim
Feb 26, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Don't forget Harper's campaign slogan was.......@TRUDOPE HE'S JUST NOT READY>>>>this is now proven, even though it was apparent to the educated and critical thinking citizens that were born here and lived the CND lifestyle.
Don't forget Harper's campaign slogan was.......@TRUDOPE HE'S JUST NOT READY>>>>this is now proven, even though it was apparent to the educated and critical thinking citizens that were born here and lived the CND lifestyle.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0017851467
Insult0.020192537
Profanity0.009869732
Threat0.0059775305
Severe Toxicity0.0008249283
Low Tox 0.03309893 Moderate Con 0.41 Policy_Critique
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
ICE has enter the chat
ICE has enter the chat
2.9 million Canadian temporary visas expire in 2025-2026 · 36: Cluster #35
Close reading → Discourse → Video sentiment →
Identity Attack0.006770608
Insult0.013212911
Profanity0.019963788
Threat0.008090926
Severe Toxicity0.0019836426
Low Tox 0.03309893 Low Con 0.263 Humor_Satire
Jan 15, 2026 4 likes 2.9 million Canadian temporary visas …
So you tell me, a 5th Generation Canadian, Laid Oil Oil & Gas Alberta GAL never to get work in Calgary again; how Truedodo Bird/Carney Capone's Immigrants today BENEFIT CANADA WHEN...."Filipinos in Canada send approximately …
So you tell me, a 5th Generation Canadian, Laid Oil Oil & Gas Alberta GAL never to get work in Calgary again; how Truedodo Bird/Carney Capone's Immigrants today BENEFIT CANADA WHEN...."Filipinos in Canada send approximately $1 billion to $1.2 billion CAD annually in remittances to the Philippines. This amount remained stable even during COVID-19 pandemic, with about $1.079 billion sent between January and October 2020."
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.014551271
Insult0.014732921
Profanity0.00995513
Threat0.005906329
Severe Toxicity0.0010871887
Low Tox 0.03309893 Moderate Con 0.491 Economic_Argument
Feb 17, 2026 2 likes LILLEY UNLEASHED: The fall of …
I want to say thank you for high lighting this problem in a compassionate and professional manner, this video is not blaming the newcomers, it is the govt who did not have the foresight to …
I want to say thank you for high lighting this problem in a compassionate and professional manner, this video is not blaming the newcomers, it is the govt who did not have the foresight to see a problem before opening the flood gates. My grandpa was an immigrant, my husband's grandparents were as well. They came here with nothing, no handouts, worked hard in this country ❤
Why Canadians Are Turning Against Immigrants. · 76: Cluster #75
Close reading → Video sentiment →
Identity Attack0.016058605
Insult0.012376905
Profanity0.013507691
Threat0.006699257
Severe Toxicity0.0011014938
Low Tox 0.03309893 Constructive 0.845
Nov 23, 2025 1 likes Why Canadians Are Turning Against …
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.