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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 954 of 1230
Issue nah u don't say
Issue nah u don't say
Inside Canada's Indian Metropolis (Brampton) · 47: Cluster #46
Close reading → Video sentiment →
Identity Attack0.00414376
Insult0.01767874
Profanity0.018324144
Threat0.0071070488
Severe Toxicity0.0014591217
Low Tox 0.045625936 Low Con 0.26
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
A drop in the bucket. Canada needs to increase deportations by a factor of 100. So instead of deporting 18,000, they need to deport 1.8 million. And even that isn't enough.
A drop in the bucket. Canada needs to increase deportations by a factor of 100. So instead of deporting 18,000, they need to deport 1.8 million. And even that isn't enough.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.016159095
Insult0.014086916
Profanity0.010535837
Threat0.008789998
Severe Toxicity0.0013160706
Low Tox 0.045625936 Moderate Con 0.385
Dec 26, 2025 Deportations From Canada at Their …
guy on the bicycle is based
guy on the bicycle is based
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.008139528
Insult0.01767874
Profanity0.019280603
Threat0.009023022
Severe Toxicity0.00207901
Low Tox 0.045625936 Low Con 0.294 Meta_Commentary
Feb 8, 2026 2 likes Inside Canada's Indian Invasion...
There not missing there working at Walmart, Canadian tire, Tim Hortons and all pizza joints lol
There not missing there working at Walmart, Canadian tire, Tim Hortons and all pizza joints lol
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.008028535
Insult0.021481665
Profanity0.014327513
Threat0.0062008454
Severe Toxicity0.001449585
Low Tox 0.045625936 Moderate Con 0.354
Sep 29, 2025 IRCC Names India in Study …
Peport Dajeets
Peport Dajeets
Inside Canada's Indian Metropolis (Brampton) · 323: Cluster #322
Close reading → Discourse → Video sentiment →
Identity Attack0.010729378
Insult0.026702631
Profanity0.030890211
Threat0.013372798
Severe Toxicity0.0064849854
Low Tox 0.045625936 Low Con 0.26 Advertisement_Spam
Oct 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
There is already millions of them here daaaa.
There is already millions of them here daaaa.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.017163984
Insult0.01465692
Profanity0.017777596
Threat0.0077802283
Severe Toxicity0.0017738342
Low Tox 0.045625936 Low Con 0.22 Fear_Threat
Feb 18, 2026 4 likes Canadian immigration officers investigating hundreds …
Doesn't matter. There are groups of different nationalities migrating every dofferent global event that impacts them wanting to leave their home country. The world can be a better place. People in power don't want it …
Doesn't matter. There are groups of different nationalities migrating every dofferent global event that impacts them wanting to leave their home country. The world can be a better place. People in power don't want it to be. That's that.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.021585498
Insult0.013174911
Profanity0.012517073
Threat0.006466233
Severe Toxicity0.0011491776
Low Tox 0.045625936 Constructive 0.588
Jan 27, 2026 Inside Canada's Indian Invasion...
Createst country is def not U.S.A or Canada either anymore.. :/
Createst country is def not U.S.A or Canada either anymore.. :/
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.029660052
Insult0.016784932
Profanity0.011628932
Threat0.006356194
Severe Toxicity0.0015926361
Low Tox 0.045625936 Low Con 0.116 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I watched this video twice, and got 18/20 in first attempt, without reading guide, really helpful video!
I watched this video twice, and got 18/20 in first attempt, without reading guide, really helpful video!
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.008102531
Insult0.013402912
Profanity0.026454043
Threat0.012026439
Severe Toxicity0.0032424927
Low Tox 0.045625936 Constructive 0.501 Meta_Commentary
Sep 15, 2025 4 likes Canadian Citizenship Test 2025 – …
vídeos dublados em português do Brasil , por favor , gosto muito dos seus vídeos , mas só assisto se estiver em português brasil .
vídeos dublados em português do Brasil , por favor , gosto muito dos seus vídeos , mas só assisto se estiver em português brasil .
Inside Canada's Indian Invasion... · 231: Cluster #230
Close reading → Discourse → Video sentiment →
Identity Attack0.025002124
Insult0.012870909
Profanity0.027273865
Threat0.011560392
Severe Toxicity0.0030517578
Low Tox 0.045625936 Moderate Con 0.398 Advertisement_Spam
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
C'mon, they're easy to find they all work in the fast food industry B.C is invaded with so-called temporary students
C'mon, they're easy to find they all work in the fast food industry B.C is invaded with so-called temporary students
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008879486
Insult0.019741343
Profanity0.017094411
Threat0.0064079775
Severe Toxicity0.001335144
Low Tox 0.045625936 Moderate Con 0.358 Unverified_Claim
Oct 2, 2025 IRCC Names India in Study …
Follow the flip flop trail.
Follow the flip flop trail.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0031263188
Insult0.01648093
Profanity0.01805087
Threat0.010032792
Severe Toxicity0.0019836426
Low Tox 0.045625936 Low Con 0.22 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
HEY NEIGHBORS Y'ALL BETTER UNITE AND FIGHT FOR Y'ALLS COUNTRY BEFORE IT IS TO LATE. GOD BLESS FROM THE GOOD U.S.A.😇
HEY NEIGHBORS Y'ALL BETTER UNITE AND FIGHT FOR Y'ALLS COUNTRY BEFORE IT IS TO LATE. GOD BLESS FROM THE GOOD U.S.A.😇
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.009027477
Insult0.013326911
Profanity0.013951761
Threat0.011767523
Severe Toxicity0.0025558472
Low Tox 0.045625936 Moderate Con 0.438 Call_To_Action
Sep 9, 2025 2 likes Why Canadians Are Turning Against …
Liberals.
Liberals.
Canadian immigration officers investigating hundreds identified by extortion … · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.018470341
Insult0.0198058
Profanity0.0147374235
Threat0.006925808
Severe Toxicity0.0015449524
Low Tox 0.045625936 Moderate Con 0.401
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Try hundreds of thousands 🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉
Try hundreds of thousands 🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008324518
Insult0.012034904
Profanity0.019963788
Threat0.012026439
Severe Toxicity0.0038337708
Low Tox 0.045625936 Moderate Con 0.315 Fear_Threat
Feb 18, 2026 1 likes Canadian immigration officers investigating hundreds …
Bike Guy for PM
Bike Guy for PM
Inside Canada's Indian Invasion... · 132: Cluster #131
Close reading → Discourse → Video sentiment →
Identity Attack0.0051797
Insult0.025155678
Profanity0.01893901
Threat0.0082074385
Severe Toxicity0.0019168854
Low Tox 0.045625936 Moderate Con 0.406 Call_To_Action
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Tyler, I know u tried 😂. Brampton is ok. Nice people. Nothing to see here
Tyler, I know u tried 😂. Brampton is ok. Nice people. Nothing to see here
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0058456613
Insult0.019547975
Profanity0.020920247
Threat0.008052089
Severe Toxicity0.0018405914
Low Tox 0.045625936 Moderate Con 0.425 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Once South Africa 🇿🇦 had the largest Indian population outside of India. Now it's Canada 🇨🇦
Once South Africa 🇿🇦 had the largest Indian population outside of India. Now it's Canada 🇨🇦
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.042292643
Insult0.014732921
Profanity0.012687869
Threat0.0064727063
Severe Toxicity0.001745224
Low Tox 0.045625936 Low Con 0.293 Comparative_Framing
Feb 27, 2026 Inside Canada's Indian Invasion...
i just want respect of our "Canadian culture " and history. i tell many im Native American and they look us, completely clueless about it
i just want respect of our "Canadian culture " and history. i tell many im Native American and they look us, completely clueless about it
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.022188433
Insult0.018323302
Profanity0.013302735
Threat0.006220264
Severe Toxicity0.0010871887
Low Tox 0.045625936 Constructive 0.547
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
it's a issue with bribes false documents and fake passports starting in the counties they come from more checking need
it's a issue with bribes false documents and fake passports starting in the counties they come from more checking need
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.004236255
Insult0.02212623
Profanity0.011543535
Threat0.0064468146
Severe Toxicity0.0010824203
Low Tox 0.045625936 Moderate Con 0.373
Dec 28, 2025 Deportations From Canada at Their …
The guy on the bike was paid by This Tyler(The one making the video) to say all that. If you know you know.
The guy on the bike was paid by This Tyler(The one making the video) to say all that. If you know you know.
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.003884775
Insult0.017292
Profanity0.015488927
Threat0.008194493
Severe Toxicity0.0015258789
Low Tox 0.045625936 Low Con 0.213 Unverified_Claim
Feb 26, 2026 Inside Canada's Indian Invasion...
I seen this safe house on some other youtube week ago 😂
I seen this safe house on some other youtube week ago 😂
Inside Canada's Indian Invasion... · 302: Cluster #301
Close reading → Discourse → Video sentiment →
Identity Attack0.007473567
Insult0.013668913
Profanity0.027000591
Threat0.00948907
Severe Toxicity0.0026893616
Low Tox 0.045625936 Moderate Con 0.381 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Yes, the immigration is messed up now. But the infrastructure problems and housing issues were here before immigration spiked.
Yes, the immigration is messed up now. But the infrastructure problems and housing issues were here before immigration spiked.
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.020078164
Insult0.015644927
Profanity0.011628932
Threat0.006641001
Severe Toxicity0.0010871887
Low Tox 0.045625936 Moderate Con 0.357
Jun 23, 2025 How Canada broke its immigration …
Immigration is a federal responsibility, not provincial and Canada should remain a welcoming country to all immigrants imo, but, if you're here on a work or student visa, newcomers should have to prove employment, training, …
Immigration is a federal responsibility, not provincial and Canada should remain a welcoming country to all immigrants imo, but, if you're here on a work or student visa, newcomers should have to prove employment, training, full-time enrollment, and residency on a quarterly basis. It would drastically limit people becoming ghosts in the system. Refugees and asylum seekers should be allowed 1 appeal only and removed immediately if their claim has been denied. A 90-day grace period should be enacted to get their paperwork and affairs in order. If you're here for a better life, steps should be taken to ensure you're actively trying to accomplish that goal until citizenship is granted. Jmho.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.024198212
Insult0.018323302
Profanity0.012107162
Threat0.008712323
Severe Toxicity0.0018596649
Low Tox 0.045625936 Constructive 0.697 Policy_Critique
Feb 24, 2026 LILLEY UNLEASHED: The fall of …
Yes it is true there are loopholes they have found
Yes it is true there are loopholes they have found
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0049577127
Insult0.01640493
Profanity0.029050145
Threat0.007857903
Severe Toxicity0.0020313263
Low Tox 0.045625936 Low Con 0.213
Aug 13, 2025 How much do refugees and …
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.