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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 1090 of 1230
Your MAGA FBI director is what exactly?
Your MAGA FBI director is what exactly?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0034408006
Insult0.013592913
Profanity0.0118680475
Threat0.0063950317
Severe Toxicity0.0008535385
Low Tox 0.022728346 Low Con 0.183 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
3 million Visas are about to expire. These people will just leave? They will apply for refugee status or asylum claims, which takes another 4 years to get a hearing? The taxpayers pay for housing …
3 million Visas are about to expire. These people will just leave? They will apply for refugee status or asylum claims, which takes another 4 years to get a hearing? The taxpayers pay for housing and benefits?
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008324518
Insult0.00983089
Profanity0.009903891
Threat0.0065697995
Severe Toxicity0.0008916855
Low Tox 0.022728346 Moderate Con 0.349 Question
Feb 27, 2026 2 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
2:03 true canadian right there, were proud to have that man
2:03 true canadian right there, were proud to have that man
Inside Canada's Indian Invasion... · 173: Cluster #172
Close reading → Discourse → Video sentiment →
Identity Attack0.010211408
Insult0.009868891
Profanity0.013610168
Threat0.007197669
Severe Toxicity0.0014972687
Low Tox 0.022728346 Moderate Con 0.373 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
WEF did this intentionally….. thanks Trudeau and carney
WEF did this intentionally….. thanks Trudeau and carney
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0030708222
Insult0.014048916
Profanity0.010587076
Threat0.0062785195
Severe Toxicity0.00092983246
Low Tox 0.022728346 Low Con 0.171
Oct 8, 2025 IRCC Names India in Study …
Sounds like Canada needs to take notes from the US.
Sounds like Canada needs to take notes from the US.
Canadian immigration officers investigating hundreds identified by extortion … · 123: Cluster #122
Close reading → Discourse → Video sentiment →
Identity Attack0.0103594
Insult0.010932897
Profanity0.010108846
Threat0.0070164283
Severe Toxicity0.0009727478
Low Tox 0.022728346 Low Con 0.198 Comparative_Framing
Feb 19, 2026 Canadian immigration officers investigating hundreds …
Why is Eastern canada voted for Doug ford amd Carney liberal.
Why is Eastern canada voted for Doug ford amd Carney liberal.
Why Canadians Are Turning Against Immigrants. · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.0061046463
Insult0.013630914
Profanity0.0098868115
Threat0.0060196044
Severe Toxicity0.0007915497
Low Tox 0.022728346 Moderate Con 0.317
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Its about time !!!
Its about time !!!
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0027748393
Insult0.009488888
Profanity0.01402008
Threat0.008841781
Severe Toxicity0.0016975403
Low Tox 0.022728346 Moderate Con 0.338
Jan 20, 2026 Why Canada’s immigration system has …
Bikeman is a Canadian hero. 😂
Bikeman is a Canadian hero. 😂
Inside Canada's Indian Invasion... · 68: Cluster #67
Close reading → Discourse → Video sentiment →
Identity Attack0.0058456613
Insult0.011730902
Profanity0.013917602
Threat0.006757513
Severe Toxicity0.0012493134
Low Tox 0.022728346 Moderate Con 0.365 Solidarity
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
I'm currently applying for citizenship, and I guess this video should still be applicable to the citizenship application test in 2026?! What do you think? Thank you!
I'm currently applying for citizenship, and I guess this video should still be applicable to the citizenship application test in 2026?! What do you think? Thank you!
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Discourse → Video sentiment →
Identity Attack0.0051427023
Insult0.00979289
Profanity0.014395831
Threat0.007365964
Severe Toxicity0.001335144
Low Tox 0.022728346 Constructive 0.542 Question
Jan 19, 2026 Canadian Citizenship Test 2025 – …
Bruh
Bruh
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0036627878
Insult0.011958904
Profanity0.021125201
Threat0.007301235
Severe Toxicity0.0016593933
Low Tox 0.022728346 Constructive 0.501
Jan 27, 2026 Inside Canada's Indian Invasion...
Great replacement is just a theory riiight!
Great replacement is just a theory riiight!
Inside Canada's Indian Metropolis (Brampton) · 120: Cluster #119
Close reading → Discourse → Video sentiment →
Identity Attack0.0029968263
Insult0.010818896
Profanity0.013951761
Threat0.0071588317
Severe Toxicity0.0011444092
Low Tox 0.022728346 Low Con 0.234 Unverified_Claim
Jan 14, 2026 Inside Canada's Indian Metropolis (Brampton)
How about we all just stay home till illegal migration is under control .
How about we all just stay home till illegal migration is under control .
· 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.0044137035
Insult0.0011702095
Profanity0.000041902826
Threat0.0028777868
Severe Toxicity0.0000058571864
Low Tox 0.022709263 Call_To_Action
Dec 9, 2025
Yeah, our tax pay money is paying for their babies so folks work harder
Yeah, our tax pay money is paying for their babies so folks work harder
Why Canadians Are Turning Against Immigrants. · 8: Cluster #7
Close reading → Video sentiment →
Identity Attack0.0034038029
Insult0.0116169015
Profanity0.011048226
Threat0.0059807673
Severe Toxicity0.00084400177
Low Tox 0.022610499 Low Con 0.287
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I proud to be a Sikh Our gurdwara food is open 24 hours a day, and anyone can come and eat.
I proud to be a Sikh Our gurdwara food is open 24 hours a day, and anyone can come and eat.
Inside Canada's Indian Metropolis (Brampton) · 298: Cluster #297
Close reading → Video sentiment →
Identity Attack0.011543332
Insult0.008633883
Profanity0.01846078
Threat0.008466354
Severe Toxicity0.0021457672
Low Tox 0.022610499 Constructive 0.583
Nov 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
We need Northern ICE
We need Northern ICE
Inside Canada's Indian Metropolis (Brampton) · 126: Cluster #125
Close reading → Discourse → Video sentiment →
Identity Attack0.0047727237
Insult0.008747884
Profanity0.013917602
Threat0.0089712385
Severe Toxicity0.0022697449
Low Tox 0.022610499 Low Con 0.259 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Dusabled 60 year old here. My government is kind enough to give this 6th generation canadian 940 dollars per month to try to exist on. All my family fought in ww1 and ww2 as well …
Dusabled 60 year old here. My government is kind enough to give this 6th generation canadian 940 dollars per month to try to exist on. All my family fought in ww1 and ww2 as well as other peace keeping etc.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0047357255
Insult0.010628895
Profanity0.011201942
Threat0.0067057298
Severe Toxicity0.00093460083
Low Tox 0.022610499 Constructive 0.659
Aug 26, 2025 Why Canadians Are Turning Against …
The biker speaks for most of us.
The biker speaks for most of us.
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0045322375
Insult0.012490907
Profanity0.012004685
Threat0.0066151097
Severe Toxicity0.0009012222
Low Tox 0.022610499 Moderate Con 0.428 Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
The same as Orange county in California, nothing's new.
The same as Orange county in California, nothing's new.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0050687063
Insult0.013288911
Profanity0.010365041
Threat0.006045496
Severe Toxicity0.0008201599
Low Tox 0.022610499 Low Con 0.222
Nov 14, 2025 Inside Canada's Indian Metropolis (Brampton)
On it
On it
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0034223017
Insult0.009184887
Profanity0.01982715
Threat0.00866054
Severe Toxicity0.0019454956
Low Tox 0.022610499 Moderate Con 0.4
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
I'll believe it when I see it
I'll believe it when I see it
Canada’s new rules in 2026 · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0056236745
Insult0.0092228865
Profanity0.01893901
Threat0.010265815
Severe Toxicity0.0019931793
Low Tox 0.022610499 Low Con 0.285 Meta_Commentary
Jan 12, 2026 2 likes Canada’s new rules in 2026
You will find a lot of these Students living in Brampton ,Milton who are missing living in rented basements
You will find a lot of these Students living in Brampton ,Milton who are missing living in rented basements
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0048097214
Insult0.011996903
Profanity0.00997221
Threat0.006485652
Severe Toxicity0.00071048737
Low Tox 0.022610499 Moderate Con 0.466 Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
Rookie numbers
Rookie numbers
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.004606233
Insult0.011160898
Profanity0.021056883
Threat0.0076766624
Severe Toxicity0.0019454956
Low Tox 0.022610499 Moderate Con 0.332 Policy_Critique
Dec 25, 2025 Deportations From Canada at Their …
Beyond comprehension.
Beyond comprehension.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0008185776
Insult0.013288911
Profanity0.010160086
Threat0.005919275
Severe Toxicity0.00061511993
Low Tox 0.022610499 Moderate Con 0.376 Meta_Commentary
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
Can-India…..
Can-India…..
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.012842959
Insult0.012148905
Profanity0.017982552
Threat0.007262398
Severe Toxicity0.0018596649
Low Tox 0.022610499 Moderate Con 0.318 Meta_Commentary
Oct 7, 2025 1 likes Why Canadians Are Turning Against …
I complain about getting waiting on CT scans and MRI scans appointments 4-5 weeks outs here in the USA. But 13 months for an appointment! That just makes no sense to live like that.
I complain about getting waiting on CT scans and MRI scans appointments 4-5 weeks outs here in the USA. But 13 months for an appointment! That just makes no sense to live like that.
Why Canadians Are Turning Against Immigrants. · 91: Cluster #90
Close reading → Video sentiment →
Identity Attack0.002293867
Insult0.011274899
Profanity0.012482914
Threat0.006375613
Severe Toxicity0.00074386597
Low Tox 0.022610499 Constructive 0.6
Aug 25, 2025 2 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.