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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 931 of 1230
Vuddy, velcum to new ghanada vuddy.
Vuddy, velcum to new ghanada vuddy.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.006363631
Insult0.02373764
Profanity0.02119352
Threat0.008116818
Severe Toxicity0.0023841858
Low Tox 0.05131592 Low Con 0.274
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is slow but finally on the right track...... Immigration have to be regulated/controlled to reap its benefits and keep the risk manageable.......... It should not behave like a "flood gate"
Canada is slow but finally on the right track...... Immigration have to be regulated/controlled to reap its benefits and keep the risk manageable.......... It should not behave like a "flood gate"
Canada's tighter immigration policy divides the country • … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.019977676
Insult0.021417208
Profanity0.010569996
Threat0.006757513
Severe Toxicity0.0012588501
Low Tox 0.05131592 Constructive 0.559 Policy_Critique
Feb 11, 2026 17 likes Canada's tighter immigration policy divides …
So in other words Canada will continue to decline in everything except crime
So in other words Canada will continue to decline in everything except crime
Canada’s new rules in 2026 · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.02238941
Insult0.020450363
Profanity0.010177165
Threat0.00666042
Severe Toxicity0.0012159348
Low Tox 0.05131592 Low Con 0.177 Fear_Threat
Jan 21, 2026 Canada’s new rules in 2026
God bless you for bringing up such an important issue to Canadian people that are facing these days. Let's hope that more real Canadians will raise their voices and concerns about NEW immigrants. I hope …
God bless you for bringing up such an important issue to Canadian people that are facing these days. Let's hope that more real Canadians will raise their voices and concerns about NEW immigrants. I hope something can be done before its too late! It breaks my heart not to see Canada as 50 years ago any more. 😢
Why Canadians Are Turning Against Immigrants. · 5: Cluster #4
Close reading → Video sentiment →
Identity Attack0.033527173
Insult0.018967867
Profanity0.0098868115
Threat0.006602164
Severe Toxicity0.0014400482
Low Tox 0.05131592 Constructive 0.745
Aug 25, 2025 Why Canadians Are Turning Against …
Guy on the bike is BASED 😂
Guy on the bike is BASED 😂
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0046987277
Insult0.020901557
Profanity0.019553876
Threat0.007832011
Severe Toxicity0.0021648407
Low Tox 0.05131592 Low Con 0.281 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
I judge others by their actions, not their colour. SO ACT BETTER!!!
I judge others by their actions, not their colour. SO ACT BETTER!!!
Why Canadians Are Turning Against Immigrants. · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.019173764
Insult0.014428918
Profanity0.013200258
Threat0.0076766624
Severe Toxicity0.001745224
Low Tox 0.05131592 Moderate Con 0.343 Moral_Argument
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
This is happening when people are dying on waiting lists for surgery
This is happening when people are dying on waiting lists for surgery
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 91: Cluster #90
Close reading → Discourse → Video sentiment →
Identity Attack0.0062526376
Insult0.013782915
Profanity0.018187506
Threat0.011249693
Severe Toxicity0.0020694733
Low Tox 0.05131592 Moderate Con 0.361 Economic_Argument
Feb 26, 2026 3 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Cannot understand why Canadians voted for Liberal again?
Cannot understand why Canadians voted for Liberal again?
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.026007013
Insult0.020192537
Profanity0.010108846
Threat0.006304411
Severe Toxicity0.0013446808
Low Tox 0.05131592 Low Con 0.284 Question
Jul 2, 2025 1 likes How Canada broke its immigration …
Don't get me started
Don't get me started
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0050317086
Insult0.014428918
Profanity0.026863953
Threat0.011456826
Severe Toxicity0.0027275085
Low Tox 0.05131592 Moderate Con 0.346 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
Gotta pump those numbers up, those are rookie numbers
Gotta pump those numbers up, those are rookie numbers
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0050687063
Insult0.016024929
Profanity0.027273865
Threat0.012337137
Severe Toxicity0.0025367737
Low Tox 0.05131592 Low Con 0.19
Dec 28, 2025 Deportations From Canada at Their …
Most of indian
Most of indian
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.04693319
Insult0.017872108
Profanity0.021056883
Threat0.007598988
Severe Toxicity0.0025558472
Low Tox 0.05131592 Moderate Con 0.333
Aug 25, 2025 Why Canadians Are Turning Against …
God bless the green shirt woman. What she said is all you need to know.
God bless the green shirt woman. What she said is all you need to know.
Inside Canada's Indian Metropolis (Brampton) · 131: Cluster #130
Close reading → Discourse → Video sentiment →
Identity Attack0.015254694
Insult0.020837102
Profanity0.014669105
Threat0.0067057298
Severe Toxicity0.0013923645
Low Tox 0.05131592 Moderate Con 0.398 Meta_Commentary
Oct 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Because th3 government has let business hire immigrants who are subsidized by them and companies take the jobs for canadian citizens and give to them if not they have to pay higher wages to us …
Because th3 government has let business hire immigrants who are subsidized by them and companies take the jobs for canadian citizens and give to them if not they have to pay higher wages to us that is needed and thats how
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.034816213
Insult0.017485369
Profanity0.012073003
Threat0.006149062
Severe Toxicity0.0015068054
Low Tox 0.05131592 Moderate Con 0.314 Economic_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
I'm saying this as a Canadian in Alberta, I honestly have no idea what anyone is talking about, I see way more Chinese and Japanese people than anything else, but they've been here longer than …
I'm saying this as a Canadian in Alberta, I honestly have no idea what anyone is talking about, I see way more Chinese and Japanese people than anything else, but they've been here longer than my family by like 50 years 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.041261412
Insult0.01625293
Profanity0.018255826
Threat0.006382086
Severe Toxicity0.0016975403
Low Tox 0.05131592 Constructive 0.592 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
As A Canadian Sienor That Can't Afford To Retire. With Over Half My Income In Several Taxes. And They Get To Enjoy OVER TWO YEARS OF MONEY WHILE WAITING FOR A IMAGRATION HEARING
As A Canadian Sienor That Can't Afford To Retire. With Over Half My Income In Several Taxes. And They Get To Enjoy OVER TWO YEARS OF MONEY WHILE WAITING FOR A IMAGRATION HEARING
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.022188433
Insult0.018710041
Profanity0.011680172
Threat0.0063626673
Severe Toxicity0.0015258789
Low Tox 0.05131592 Moderate Con 0.37
Nov 21, 2025 18 likes Thousands of refugees allowed into …
Remember how someone called his Role Model son of Lotu Peshker 😂😂😂
Remember how someone called his Role Model son of Lotu Peshker 😂😂😂
Why Canadians Are Turning Against Immigrants. · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.0076955543
Insult0.024768941
Profanity0.023243073
Threat0.007365964
Severe Toxicity0.0021266937
Low Tox 0.05131592 Low Con 0.223
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Liberals are importing votes! They said they would slow down, but let 450 thousand immigrants last year. I am all for allowing immigration... at a rate that are infrastructure,schools and housing can handle .
Liberals are importing votes! They said they would slow down, but let 450 thousand immigrants last year. I am all for allowing immigration... at a rate that are infrastructure,schools and housing can handle .
Inside Canada's Indian Invasion... · 11: Cluster #10
Close reading → Discourse → Video sentiment →
Identity Attack0.025806036
Insult0.016860934
Profanity0.011714331
Threat0.006912862
Severe Toxicity0.0013446808
Low Tox 0.05131592 Constructive 0.708 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
About competing for resources : Immigrants from the known big continent countries have the advantage of huge connected families !
About competing for resources : Immigrants from the known big continent countries have the advantage of huge connected families !
Why Canadians Are Turning Against Immigrants. · 14: Cluster #13
Close reading → Video sentiment →
Identity Attack0.035589635
Insult0.015188923
Profanity0.012517073
Threat0.006051969
Severe Toxicity0.0013828278
Low Tox 0.05131592 Moderate Con 0.327
Oct 20, 2025 1 likes Why Canadians Are Turning Against …
Last I heard Canadiens don’t have an issue with immigration and the current government is reviewing the process anyhow so what is your problem here right? Trump loving Toronto Sun
Last I heard Canadiens don’t have an issue with immigration and the current government is reviewing the process anyhow so what is your problem here right? Trump loving Toronto Sun
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.014752249
Insult0.021868404
Profanity0.011014067
Threat0.0060713873
Severe Toxicity0.0011396408
Low Tox 0.05131592 Moderate Con 0.326 Meta_Commentary
Mar 2, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Just elbow up and show them to the boarder officers
Just elbow up and show them to the boarder officers
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0005006939
Insult0.002217553
Profanity0.00017344834
Threat0.05455723
Severe Toxicity0.00002387986
Low Tox 0.0510778
Dec 12, 2025
Do not redeem ☝️
Do not redeem ☝️
Inside Canada's Indian Invasion... · 145: Cluster #144
Close reading → Discourse → Video sentiment →
Identity Attack0.0034962974
Insult0.019032324
Profanity0.01535229
Threat0.008582866
Severe Toxicity0.0018405914
Low Tox 0.051068526 Moderate Con 0.311 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
At this point, China is your only hope.
At this point, China is your only hope.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.02238941
Insult0.01632893
Profanity0.012482914
Threat0.008246276
Severe Toxicity0.0020122528
Low Tox 0.051068526 Low Con 0.195
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
THIS IS A PRIME EXAMPLE FOR LIBERAL VOTERS TO WAKE UP BEFORE CANADA NEEDS ICE
THIS IS A PRIME EXAMPLE FOR LIBERAL VOTERS TO WAKE UP BEFORE CANADA NEEDS ICE
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.01274247
Insult0.0233509
Profanity0.010587076
Threat0.0075083673
Severe Toxicity0.0018024445
Low Tox 0.051068526 Low Con 0.178 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Thanks to this video I got 20/20 on my Citizenship Test.
Thanks to this video I got 20/20 on my Citizenship Test.
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Video sentiment →
Identity Attack0.011321344
Insult0.013288911
Profanity0.023311393
Threat0.009592636
Severe Toxicity0.0030136108
Low Tox 0.051068526 Moderate Con 0.442
Aug 21, 2025 15 likes Canadian Citizenship Test 2025 – …
Canada continues its deal spiral.
Canada continues its deal spiral.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 47: Cluster #46
Close reading → Discourse → Video sentiment →
Identity Attack0.011617327
Insult0.024897853
Profanity0.012687869
Threat0.006576272
Severe Toxicity0.0012683868
Low Tox 0.051068526 Low Con 0.196 Policy_Critique
Mar 1, 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.