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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 1043 of 1230
Narrator sounds like Anthony Bourdain
Narrator sounds like Anthony Bourdain
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.003884775
Insult0.015416925
Profanity0.014874061
Threat0.0070034824
Severe Toxicity0.0011301041
Low Tox 0.02920996 Low Con 0.243 Meta_Commentary
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Bruh we got autos(tuktuk) in canada...🔥,daym development
Bruh we got autos(tuktuk) in canada...🔥,daym development
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.0050687063
Insult0.014808921
Profanity0.017094411
Threat0.007598988
Severe Toxicity0.0020122528
Low Tox 0.02920996 Low Con 0.281 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Alberta sovereignty! If you don't stand for this move to Alberta we will need you people like you.
Alberta sovereignty! If you don't stand for this move to Alberta we will need you people like you.
Inside Canada's Indian Invasion... · 140: Cluster #139
Close reading → Discourse → Video sentiment →
Identity Attack0.0041067624
Insult0.014162917
Profanity0.010074687
Threat0.0076507707
Severe Toxicity0.0009536743
Low Tox 0.029092113 Moderate Con 0.43 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
so sad.
so sad.
Inside Canada's Indian Metropolis (Brampton) · 168: Cluster #167
Close reading → Video sentiment →
Identity Attack0.0016094068
Insult0.013212911
Profanity0.010655395
Threat0.0064468146
Severe Toxicity0.0008249283
Low Tox 0.029092113 Moderate Con 0.449
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Pray for the politicians... i cant do it alone i need help so #Canadians get on your knees to your savior and pray
Pray for the politicians... i cant do it alone i need help so #Canadians get on your knees to your savior and pray
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0045507364
Insult0.012566907
Profanity0.010996987
Threat0.008440462
Severe Toxicity0.0013446808
Low Tox 0.029092113 Moderate Con 0.401 Call_To_Action
Aug 25, 2025 3 likes Why Canadians Are Turning Against …
Like and share this everyone!
Like and share this everyone!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.006992595
Insult0.010742896
Profanity0.02392626
Threat0.01086132
Severe Toxicity0.0025367737
Low Tox 0.029092113 Moderate Con 0.44 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
They're rapidly replacing the entire workforce at my place of employment. I can say where because I'll get in trouble with HR Karen.
They're rapidly replacing the entire workforce at my place of employment. I can say where because I'll get in trouble with HR Karen.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0025343532
Insult0.012490907
Profanity0.01174849
Threat0.008789998
Severe Toxicity0.0009202957
Low Tox 0.029092113 Moderate Con 0.456 Personal_Narrative
Sep 29, 2025 1 likes IRCC Names India in Study …
I wonder which party sponsored this article. It’s brought to us by the liberal based CBC. 🤔🤔
I wonder which party sponsored this article. It’s brought to us by the liberal based CBC. 🤔🤔
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0071775843
Insult0.015872927
Profanity0.010945748
Threat0.006194372
Severe Toxicity0.00089645386
Low Tox 0.029092113 Low Con 0.256
Jul 2, 2019 3 likes How much do refugees and …
Nosingh new here
Nosingh new here
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.006770608
Insult0.014314918
Profanity0.023516348
Threat0.008893564
Severe Toxicity0.002193451
Low Tox 0.029092113 Moderate Con 0.345
Jan 27, 2026 Inside Canada's Indian Invasion...
you forgot to include the cost of propaganda
you forgot to include the cost of propaganda
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0024788564
Insult0.0129089095
Profanity0.012517073
Threat0.0066345283
Severe Toxicity0.00086307526
Low Tox 0.029092113 Low Con 0.198
Mar 22, 2019 1 likes How much do refugees and …
I don't know a single person whose kids are fed through that program and my son's in grade 2
I don't know a single person whose kids are fed through that program and my son's in grade 2
Canada’s new rules in 2026 · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.006474625
Insult0.010020891
Profanity0.017026093
Threat0.007301235
Severe Toxicity0.0013160706
Low Tox 0.029092113 Constructive 0.592 Personal_Narrative
Jan 12, 2026 38 likes Canada’s new rules in 2026
I can answer every question as a third person prospective
I can answer every question as a third person prospective
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.005771666
Insult0.0096028885
Profanity0.017094411
Threat0.009644418
Severe Toxicity0.0016880035
Low Tox 0.029092113 Moderate Con 0.376 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
Saar fatigue
Saar fatigue
Inside Canada's Indian Invasion... · 188: Cluster #187
Close reading → Discourse → Video sentiment →
Identity Attack0.0025343532
Insult0.017614283
Profanity0.024677763
Threat0.006492125
Severe Toxicity0.0025939941
Low Tox 0.029092113 Moderate Con 0.311 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
An Uber driver was upset while telling me that he has family who have lived in the country for over 10 years but still refuse to learn English. They seem to want the benefits of …
An Uber driver was upset while telling me that he has family who have lived in the country for over 10 years but still refuse to learn English. They seem to want the benefits of living here, but not to embrace the culture that makes this country great. It feels like we’re losing a battle most people didn’t even realize was happening. A government is meant to serve its people, yet it often feels like ours is working against us.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0063266335
Insult0.015644927
Profanity0.010774951
Threat0.0063367756
Severe Toxicity0.0007343292
Low Tox 0.029092113 Constructive 0.718 Personal_Narrative
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
then leave.
then leave.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00224762
Insult0.010970897
Profanity0.012243799
Threat0.009281937
Severe Toxicity0.0012683868
Low Tox 0.029092113 Moderate Con 0.342 Call_To_Action
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
they been in new orleans buying up gas stations
they been in new orleans buying up gas stations
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.006178642
Insult0.010476895
Profanity0.014054239
Threat0.009126588
Severe Toxicity0.0016117096
Low Tox 0.029092113 Low Con 0.202
Jan 27, 2026 Inside Canada's Indian Invasion...
They redeemed Canada like all the gift cards ❤
They redeemed Canada like all the gift cards ❤
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.010433395
Insult0.014390918
Profanity0.010501678
Threat0.00636914
Severe Toxicity0.0011014938
Low Tox 0.029092113 Moderate Con 0.424 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
We ALL agree with bike guy 🤣👌🏽
We ALL agree with bike guy 🤣👌🏽
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0041067624
Insult0.012870909
Profanity0.020100424
Threat0.0074048014
Severe Toxicity0.002002716
Low Tox 0.029092113 Moderate Con 0.437 Solidarity
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
I certainly don’t have any problems with most of these people on an individual level. However when the demographic radically change and there is not enough infrastructure to support people and assimilation is not happening …
I certainly don’t have any problems with most of these people on an individual level. However when the demographic radically change and there is not enough infrastructure to support people and assimilation is not happening it becomes a severe impediment to a flourishing nation.
Inside Canada's Indian Metropolis (Brampton) · 232: Cluster #231
Close reading → Discourse → Video sentiment →
Identity Attack0.011987305
Insult0.011084898
Profanity0.012585391
Threat0.0069387536
Severe Toxicity0.0012207031
Low Tox 0.029092113 Moderate Con 0.474 Policy_Critique
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Well they can all go to US.
Well they can all go to US.
2.9 million Canadian temporary visas expire in 2025-2026 · 30: Cluster #29
Close reading → Discourse → Video sentiment →
Identity Attack0.010211408
Insult0.010780896
Profanity0.013883443
Threat0.007689608
Severe Toxicity0.0013923645
Low Tox 0.028974265 Low Con 0.213 Call_To_Action
Jan 15, 2026 2.9 million Canadian temporary visas …
I disagree with one thing you said at the beginning of this well done video. You said have we become too passive or too conservative? No, Conservatives haven't had a voice in the past 10 …
I disagree with one thing you said at the beginning of this well done video. You said have we become too passive or too conservative? No, Conservatives haven't had a voice in the past 10 years. We've become too Liberal. It was JT with his government and advisors like MC, who did this.
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0043657473
Insult0.01640493
Profanity0.011782649
Threat0.0063432488
Severe Toxicity0.00084400177
Low Tox 0.028974265 Constructive 0.759
Aug 29, 2025 Why Canadians Are Turning Against …
It's easy to find them
It's easy to find them
IRCC Names India in Study Permit Fraud | … · 57: Cluster #56
Close reading → Video sentiment →
Identity Attack0.005771666
Insult0.010628895
Profanity0.018597418
Threat0.011223801
Severe Toxicity0.0018882751
Low Tox 0.028974265 Moderate Con 0.328
Sep 29, 2025 IRCC Names India in Study …
Why do they never have the answer NEVER
Why do they never have the answer NEVER
IRCC Names India in Study Permit Fraud | … · 134: Cluster #133
Close reading → Discourse → Video sentiment →
Identity Attack0.0032928092
Insult0.011768902
Profanity0.013576009
Threat0.00704232
Severe Toxicity0.0011491776
Low Tox 0.028974265 Low Con 0.236 Question
Oct 9, 2025 IRCC Names India in Study …
Why you got nothing on Facebook?
Why you got nothing on Facebook?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.003311308
Insult0.011540901
Profanity0.016479544
Threat0.007365964
Severe Toxicity0.001373291
Low Tox 0.028974265 Low Con 0.266 Question
Feb 5, 2026 Inside Canada's Indian Invasion...
Taylor, I've been waiting for the video in Columbus😭😭
Taylor, I've been waiting for the video in Columbus😭😭
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.006437627
Insult0.010210892
Profanity0.021876704
Threat0.009955117
Severe Toxicity0.0025749207
Low Tox 0.028974265 Moderate Con 0.487 Personal_Narrative
Jan 27, 2026 1 likes 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.