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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 1098 of 1230
Do Surrey next!!
Do Surrey next!!
Inside Canada's Indian Invasion... · 122: Cluster #121
Close reading → Discourse → Video sentiment →
Identity Attack0.0047172266
Insult0.009488888
Profanity0.014293353
Threat0.009074804
Severe Toxicity0.0016975403
Low Tox 0.021785567 Moderate Con 0.407 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
I waited over 15 hours to be seen in the hospital
I waited over 15 hours to be seen in the hospital
Why Canadians Are Turning Against Immigrants. · 91: Cluster #90
Close reading → Video sentiment →
Identity Attack0.003884775
Insult0.007930879
Profanity0.014805742
Threat0.009281937
Severe Toxicity0.0013542175
Low Tox 0.021785567 Moderate Con 0.415
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Excellent video - thank you for caring.
Excellent video - thank you for caring.
Why Canadians Are Turning Against Immigrants. · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.0065856185
Insult0.009431887
Profanity0.02030538
Threat0.010084574
Severe Toxicity0.0023555756
Low Tox 0.021785567 Moderate Con 0.435 Solidarity
Aug 26, 2025 Why Canadians Are Turning Against …
Trudeau 2.0....
Trudeau 2.0....
How Canada broke its immigration system · 71: Cluster #70
Close reading → Video sentiment →
Identity Attack0.0019701358
Insult0.01648093
Profanity0.010655395
Threat0.006039023
Severe Toxicity0.0010299683
Low Tox 0.021785567 Low Con 0.27
Jun 19, 2025 2 likes How Canada broke its immigration …
What about asylum program?
What about asylum program?
Quebec Ends Economic Immigration Program | Your Morning · 110: Cluster #109
Close reading → Video sentiment →
Identity Attack0.0073255757
Insult0.0076838774
Profanity0.01220964
Threat0.007249452
Severe Toxicity0.0012016296
Low Tox 0.021785567 Low Con 0.262
Nov 22, 2025 Quebec Ends Economic Immigration Program …
You are doing amazing job!! Show people what it really looks like!
You are doing amazing job!! Show people what it really looks like!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.004439743
Insult0.010438894
Profanity0.019280603
Threat0.008298059
Severe Toxicity0.0019168854
Low Tox 0.021785567 Moderate Con 0.473 Solidarity
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
You should've visited Cape Breton. Very similar conditions maybe worst. They put us in a housing crisis. Hard to find a place to live causing huge rent hikes.
You should've visited Cape Breton. Very similar conditions maybe worst. They put us in a housing crisis. Hard to find a place to live causing huge rent hikes.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0034777985
Insult0.0114649
Profanity0.010535837
Threat0.006272047
Severe Toxicity0.000667572
Low Tox 0.021785567 Constructive 0.771 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
look up Operation Big Red and look into the cargo theft in peel region.
look up Operation Big Red and look into the cargo theft in peel region.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0021088778
Insult0.010894896
Profanity0.009869732
Threat0.007068211
Severe Toxicity0.0008249283
Low Tox 0.021785567 Moderate Con 0.322
Dec 22, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Wonderful lets double those numbers next year
Wonderful lets double those numbers next year
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0043102503
Insult0.008956885
Profanity0.01490822
Threat0.008362788
Severe Toxicity0.0017166138
Low Tox 0.021667719 Moderate Con 0.343
Dec 25, 2025 5 likes Deportations From Canada at Their …
We was the one who opened
We was the one who opened
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0040327664
Insult0.009146886
Profanity0.016342908
Threat0.008738215
Severe Toxicity0.0014400482
Low Tox 0.021667719 Moderate Con 0.387
Dec 20, 2025 Inside Canada's Indian Metropolis (Brampton)
1:56 true
1:56 true
Inside Canada's Indian Invasion... · 244: Cluster #243
Close reading → Video sentiment →
Identity Attack0.00466173
Insult0.0096028885
Profanity0.018529098
Threat0.008026198
Severe Toxicity0.0021648407
Low Tox 0.021667719 Low Con 0.267
Feb 16, 2026 Inside Canada's Indian Invasion...
“I will go next year…nooo next month” Sure buddy
“I will go next year…nooo next month” Sure buddy
Inside Canada's Indian Invasion... · 382: Cluster #381
Close reading → Discourse → Video sentiment →
Identity Attack0.002626848
Insult0.009906891
Profanity0.0118338885
Threat0.0073918556
Severe Toxicity0.0010442734
Low Tox 0.021667719 Moderate Con 0.329 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
It would be nice to get 500,000 every six months
It would be nice to get 500,000 every six months
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.006622616
Insult0.008652883
Profanity0.014498309
Threat0.008841781
Severe Toxicity0.0016307831
Low Tox 0.021667719 Low Con 0.28 Policy_Critique
Dec 24, 2025 4 likes Deportations From Canada at Their …
I haven't met a single Canadian that says immigration is not a problem..I'm an immigrant myself, but came here by applying and going through countless interviews etc..like most in the 90s. Guess what , we …
I haven't met a single Canadian that says immigration is not a problem..I'm an immigrant myself, but came here by applying and going through countless interviews etc..like most in the 90s. Guess what , we all integrated and learned the language and customs ...as everyone should
Canada's tighter immigration policy divides the country • … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.011247349
Insult0.009982891
Profanity0.0113215
Threat0.005922511
Severe Toxicity0.0007581711
Low Tox 0.021667719 Constructive 0.785 Personal_Narrative
Feb 12, 2026 2 likes Canada's tighter immigration policy divides …
😂😂😂😂😂😂😂😂😂😂😂😂
😂😂😂😂😂😂😂😂😂😂😂😂
Inside Canada's Indian Invasion... · 103: Cluster #102
Close reading → Video sentiment →
Identity Attack0.0016186562
Insult0.00971689
Profanity0.026180768
Threat0.005974294
Severe Toxicity0.002784729
Low Tox 0.021667719 Moderate Con 0.455
Jan 27, 2026 Inside Canada's Indian Invasion...
Brambladesh
Brambladesh
Inside Canada's Indian Metropolis (Brampton) · 81: Cluster #80
Close reading → Discourse → Video sentiment →
Identity Attack0.006770608
Insult0.0129089095
Profanity0.02392626
Threat0.009463178
Severe Toxicity0.0020694733
Low Tox 0.021667719 Low Con 0.253 Humor_Satire
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Where in Frisco, Texas is this.
Where in Frisco, Texas is this.
Inside Canada's Indian Invasion... · 114: Cluster #113
Close reading → Discourse → Video sentiment →
Identity Attack0.007547563
Insult0.010248893
Profanity0.012482914
Threat0.0067316215
Severe Toxicity0.0010633469
Low Tox 0.021667719 Low Con 0.274 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
It was purely designed to import a vast number of future liberal voters. There was no other reason. With how quickly citizenship is granted here after getting your PR, it's obvious.
It was purely designed to import a vast number of future liberal voters. There was no other reason. With how quickly citizenship is granted here after getting your PR, it's obvious.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.004439743
Insult0.012262905
Profanity0.011201942
Threat0.0064727063
Severe Toxicity0.00077724457
Low Tox 0.021667719 Moderate Con 0.392 Unverified_Claim
Feb 17, 2026 9 likes LILLEY UNLEASHED: The fall of …
And by "Canada" you mean "the Liberal party"
And by "Canada" you mean "the Liberal party"
How Canada broke its immigration system · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.009693438
Insult0.011578901
Profanity0.009835573
Threat0.0059548756
Severe Toxicity0.00074863434
Low Tox 0.021667719 Low Con 0.274
Jun 22, 2025 3 likes How Canada broke its immigration …
Rules and humans rights....😢
Rules and humans rights....😢
Canada’s new rules in 2026 · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0049577127
Insult0.008804884
Profanity0.010433359
Threat0.0069516995
Severe Toxicity0.0011014938
Low Tox 0.021667719 Moderate Con 0.311
Jan 11, 2026 Canada’s new rules in 2026
Please go to north east Calgary and Edmonton
Please go to north east Calgary and Edmonton
Inside Canada's Indian Invasion... · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.0073255757
Insult0.009678889
Profanity0.011782649
Threat0.007197669
Severe Toxicity0.0011587143
Low Tox 0.021667719 Low Con 0.295 Call_To_Action
Mar 2, 2026 Inside Canada's Indian Invasion...
Immigration is essential for Canada to survive.. but... it needs to be a reasonable, controlled intake. Global situations have pushed Canada to take more than they could manage. We don't need to stop immigration, just …
Immigration is essential for Canada to survive.. but... it needs to be a reasonable, controlled intake. Global situations have pushed Canada to take more than they could manage. We don't need to stop immigration, just get control of it again. Also, yes, people coming in need to become Canadian... if you come here it's because you expect it to be better than where ever you left... so you need to embrace what's here, not try and change what's here to whatever you left.
Why Canadians Are Turning Against Immigrants. · 129: Cluster #128
Close reading → Discourse → Video sentiment →
Identity Attack0.009693438
Insult0.010096892
Profanity0.009118228
Threat0.0063497215
Severe Toxicity0.00071048737
Low Tox 0.021667719 Constructive 0.701 Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
Canadian accent
Canadian accent
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.012541492
Insult0.010058892
Profanity0.0138151245
Threat0.006602164
Severe Toxicity0.0012588501
Low Tox 0.021667719 Moderate Con 0.377
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Unacceptable 😮
Unacceptable 😮
Inside Canada's Indian Metropolis (Brampton) · 80: Cluster #79
Close reading → Video sentiment →
Identity Attack0.0008370765
Insult0.015188923
Profanity0.012107162
Threat0.0057250885
Severe Toxicity0.00064849854
Low Tox 0.021667719 Moderate Con 0.315
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
We need Trump in Canada ASAP
We need Trump in Canada ASAP
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0066596144
Insult0.010286893
Profanity0.012141321
Threat0.007935578
Severe Toxicity0.0014877319
Low Tox 0.021667719 Low Con 0.23
Nov 21, 2025 Thousands of refugees allowed into …
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.