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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 1062 of 1230
Tbilisi becoming same🤣🤣
Tbilisi becoming same🤣🤣
Inside Canada's Indian Invasion... · 69: Cluster #68
Close reading → Video sentiment →
Identity Attack0.004846719
Insult0.016708933
Profanity0.021125201
Threat0.0064079775
Severe Toxicity0.0016117096
Low Tox 0.026263772 Low Con 0.271
Jan 27, 2026 Inside Canada's Indian Invasion...
Bruh i changed my VPN to Canada so i could access 🌽, i was wondering why their homepage was 90% desi content. This video now answered that question 😂
Bruh i changed my VPN to Canada so i could access 🌽, i was wondering why their homepage was 90% desi content. This video now answered that question 😂
Inside Canada's Indian Invasion... · 60: Cluster #59
Close reading → Discourse → Video sentiment →
Identity Attack0.010063417
Insult0.011236899
Profanity0.017367685
Threat0.0072882893
Severe Toxicity0.0014877319
Low Tox 0.026263772 Moderate Con 0.351 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
See u in Lakewood
See u in Lakewood
Inside Canada's Indian Invasion... · 94: Cluster #93
Close reading → Discourse → Video sentiment →
Identity Attack0.0032743104
Insult0.011312899
Profanity0.015967157
Threat0.008919456
Severe Toxicity0.0017738342
Low Tox 0.026263772 Moderate Con 0.41 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I don’t believe anything that they are saying. And nobody should, until the visible evidence is proven, then when we all see in person day to day. The day that we can go through the …
I don’t believe anything that they are saying. And nobody should, until the visible evidence is proven, then when we all see in person day to day. The day that we can go through the process of ordering a coffee without having to have a translator, would be a good day.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0035702933
Insult0.0116169015
Profanity0.012175481
Threat0.0070034824
Severe Toxicity0.00084400177
Low Tox 0.026263772 Moderate Con 0.468 Policy_Critique
Dec 30, 2025 Deportations From Canada at Their …
Bike guy RULES!
Bike guy RULES!
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0039402717
Insult0.01465692
Profanity0.013234417
Threat0.006738094
Severe Toxicity0.0012588501
Low Tox 0.026263772 Moderate Con 0.337 Meta_Commentary
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
Which massive projects you're talking about, I am a Canadian citizen and I have been unemployed for the last 8 months.
Which massive projects you're talking about, I am a Canadian citizen and I have been unemployed for the last 8 months.
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.006992595
Insult0.012110904
Profanity0.010621235
Threat0.0061231707
Severe Toxicity0.00072956085
Low Tox 0.026263772 Constructive 0.586 Personal_Narrative
Jan 20, 2026 21 likes Why Canada’s immigration system has …
they are actually nice people
they are actually nice people
Inside Canada's Indian Metropolis (Brampton) · 239: Cluster #238
Close reading → Video sentiment →
Identity Attack0.008879486
Insult0.011236899
Profanity0.02167175
Threat0.008686432
Severe Toxicity0.0020885468
Low Tox 0.026263772 Moderate Con 0.42
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Those programs are only provided in Canada!!
Those programs are only provided in Canada!!
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.015958117
Insult0.010856897
Profanity0.010347961
Threat0.0059840037
Severe Toxicity0.0010156631
Low Tox 0.026263772 Low Con 0.266
Oct 17, 2018 1 likes How much do refugees and …
just don’t give them HGV licenses!
just don’t give them HGV licenses!
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.003311308
Insult0.011198899
Profanity0.01220964
Threat0.008065036
Severe Toxicity0.0012111664
Low Tox 0.026263772 Low Con 0.166 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Atleast they’re working hard trying to provide for their families instead of “praying 12 hours a day”
Atleast they’re working hard trying to provide for their families instead of “praying 12 hours a day”
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.003366805
Insult0.014124917
Profanity0.010723713
Threat0.0058804373
Severe Toxicity0.0007390976
Low Tox 0.026263772 Moderate Con 0.308 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Why are they using the term slash for PR when the change is minuscule.
Why are they using the term slash for PR when the change is minuscule.
New rules, regulations take effect across Canada · 9: Cluster #8
Close reading → Video sentiment →
Identity Attack0.003884775
Insult0.012490907
Profanity0.015044857
Threat0.0071588317
Severe Toxicity0.001077652
Low Tox 0.026263772 Low Con 0.208
Jan 3, 2026 182 likes New rules, regulations take effect …
And now they’re placed in taxpayer funded 5 star hotels 😂
And now they’re placed in taxpayer funded 5 star hotels 😂
Migrants cross into Canada near Hemmingford · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.003366805
Insult0.014352918
Profanity0.012004685
Threat0.006097279
Severe Toxicity0.0009536743
Low Tox 0.026263772 Low Con 0.17
Jan 5, 2026 4 likes Migrants cross into Canada near …
Good!! More need to go. Many more!
Good!! More need to go. Many more!
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0036997858
Insult0.010818896
Profanity0.013063621
Threat0.009204263
Severe Toxicity0.0016212463
Low Tox 0.026263772 Moderate Con 0.423 Policy_Critique
Dec 25, 2025 Deportations From Canada at Their …
Take care of your residents first.
Take care of your residents first.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0034777985
Insult0.011692902
Profanity0.010143006
Threat0.007145886
Severe Toxicity0.00094890594
Low Tox 0.026263772 Moderate Con 0.363
Nov 25, 2018 1 likes How much do refugees and …
WOWZER!!!
WOWZER!!!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0024233595
Insult0.011882903
Profanity0.03990845
Threat0.0069646453
Severe Toxicity0.0032615662
Low Tox 0.026263772 Moderate Con 0.464
Aug 29, 2025 Why Canadians Are Turning Against …
They all will get a pr wait and watch
They all will get a pr wait and watch
Canadian immigration officers investigating hundreds identified by extortion … · 79: Cluster #78
Close reading → Discourse → Video sentiment →
Identity Attack0.004402745
Insult0.010172892
Profanity0.018392462
Threat0.009722093
Severe Toxicity0.0016498566
Low Tox 0.026263772 Low Con 0.173 Question
Feb 19, 2026 Canadian immigration officers investigating hundreds …
Be afraid, be very afraid. Stay in bed and be depressed
Be afraid, be very afraid. Stay in bed and be depressed
· 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.00069617055
Insult0.0035295866
Profanity0.00013086984
Threat0.005081777
Severe Toxicity0.000013012228
Low Tox 0.02625888
Dec 7, 2025
HELP WANTED !!! highly skilled security guards to guard the potato chips and pot scrubbers. Dollar Store experience not needed, will train to scam gov't.
HELP WANTED !!! highly skilled security guards to guard the potato chips and pot scrubbers. Dollar Store experience not needed, will train to scam gov't.
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.000636816
Insult0.007654547
Profanity0.00058388227
Threat0.0037509527
Severe Toxicity0.000009396428
Low Tox 0.026149904 Humor_Satire
Mar 5, 2026 Canada's tighter immigration policy divides …
getting too local
getting too local
Inside Canada's Indian Invasion... · 287: Cluster #286
Close reading → Discourse → Video sentiment →
Identity Attack0.005771666
Insult0.010628895
Profanity0.016547862
Threat0.008492245
Severe Toxicity0.0016880035
Low Tox 0.026145924 Moderate Con 0.367 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
there is life outside of canada, i with every country to be industrialized, so we dont have to beg to be in north countries
there is life outside of canada, i with every country to be industrialized, so we dont have to beg to be in north countries
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.011691323
Insult0.011578901
Profanity0.010450439
Threat0.0062914654
Severe Toxicity0.0009918213
Low Tox 0.026145924 Moderate Con 0.449
Nov 21, 2025 Quebec Ends Economic Immigration Program …
The 'well-managed' immigration system didn't start to be poorly managed during the pandemic, but before that: roughly coinciding with the beginning of the Trudeau government. It's there on the graph.
The 'well-managed' immigration system didn't start to be poorly managed during the pandemic, but before that: roughly coinciding with the beginning of the Trudeau government. It's there on the graph.
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.006511623
Insult0.014504919
Profanity0.0094256615
Threat0.005877201
Severe Toxicity0.0006914139
Low Tox 0.026145924 Moderate Con 0.435
Jun 18, 2025 89 likes How Canada broke its immigration …
Gg
Gg
Inside Canada's Indian Invasion...
Close reading → Video sentiment →
Identity Attack0.005438685
Insult0.011312899
Profanity0.025770858
Threat0.009023022
Severe Toxicity0.0025558472
Low Tox 0.026145924 Moderate Con 0.447
Jan 27, 2026 Inside Canada's Indian Invasion...
PR here Tightening the immigration policies will ultimately bring down the costs of rent, so ultimately everyone wins out of this.
PR here Tightening the immigration policies will ultimately bring down the costs of rent, so ultimately everyone wins out of this.
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.011987305
Insult0.009431887
Profanity0.011150704
Threat0.007197669
Severe Toxicity0.0010538101
Low Tox 0.026145924 Constructive 0.58 Economic_Argument
Feb 13, 2026 4 likes Canada's tighter immigration policy divides …
Why is the interview only in the poor areas? Most Canadian born people I know dont live in these areas - they live in Oakville, Burlington, Muskokas, Kawartha areas.
Why is the interview only in the poor areas? Most Canadian born people I know dont live in these areas - they live in Oakville, Burlington, Muskokas, Kawartha areas.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.012943448
Insult0.012376905
Profanity0.009587918
Threat0.005867492
Severe Toxicity0.00076293945
Low Tox 0.026145924 Constructive 0.534
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
Did Warren say that the control was lost at the tail end of the Trudeau government? Being honest, it was lost BEFORE that??
Did Warren say that the control was lost at the tail end of the Trudeau government? Being honest, it was lost BEFORE that??
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0022291208
Insult0.015720926
Profanity0.010587076
Threat0.0059775305
Severe Toxicity0.00062942505
Low Tox 0.026145924 Moderate Con 0.378 Question
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
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.