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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 1103 of 1230
😂😂😂 Zoo 😂😂😂
😂😂😂 Zoo 😂😂😂
IRCC Names India in Study Permit Fraud | … · 69: Cluster #68
Close reading → Video sentiment →
Identity Attack0.001692652
Insult0.012186904
Profanity0.034397304
Threat0.005670069
Severe Toxicity0.0049209595
Low Tox 0.02107848 Moderate Con 0.334
Oct 5, 2025 IRCC Names India in Study …
Great video thanks team!
Great video thanks team!
Inside Canada's Indian Metropolis (Brampton) · 17: Cluster #16
Close reading → Video sentiment →
Identity Attack0.0070665907
Insult0.009393888
Profanity0.021398475
Threat0.010576514
Severe Toxicity0.002632141
Low Tox 0.02107848 Moderate Con 0.457
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
What are we even doing at this point?
What are we even doing at this point?
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0026823445
Insult0.008823884
Profanity0.015625564
Threat0.0074824756
Severe Toxicity0.0010442734
Low Tox 0.02107848 Low Con 0.275 Question
Feb 17, 2026 Inside Canada's Indian Invasion...
Nyimak ser
Nyimak ser
Inside Canada's Indian Invasion... · 85: Cluster #84
Close reading → Video sentiment →
Identity Attack0.0042917514
Insult0.01313691
Profanity0.021398475
Threat0.0074954215
Severe Toxicity0.00166893
Low Tox 0.02107848 Low Con 0.248
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
Save canada Australia uk Malaysia
Save canada Australia uk Malaysia
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.009915425
Insult0.008880884
Profanity0.012961143
Threat0.008440462
Severe Toxicity0.0015354156
Low Tox 0.02107848 Moderate Con 0.321 Call_To_Action
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Good evening! I just want to say thank you to the person who made and uploaded this video. I only listened to this video twice and passed my citizenship examination today. All the questions and …
Good evening! I just want to say thank you to the person who made and uploaded this video. I only listened to this video twice and passed my citizenship examination today. All the questions and answers in this video are very helpful. I highly recommend this video to those who are planning to take their citizenship exam. I wish you all the best. Cheers!
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Discourse → Video sentiment →
Identity Attack0.007029593
Insult0.009089886
Profanity0.01805087
Threat0.009385503
Severe Toxicity0.0018119812
Low Tox 0.02107848 Constructive 0.711 Personal_Narrative
Jun 2, 2025 5 likes Canadian Citizenship Test 2025 – …
Kenny is trying to set up for a run at the conservative leadership following the next federal election. Constantly in the news clips getting his name out there.
Kenny is trying to set up for a run at the conservative leadership following the next federal election. Constantly in the news clips getting his name out there.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.002192123
Insult0.013212911
Profanity0.010365041
Threat0.0067769317
Severe Toxicity0.0007009506
Low Tox 0.02107848 Moderate Con 0.336 Policy_Critique
Feb 17, 2026 7 likes LILLEY UNLEASHED: The fall of …
This is my dreamland for food.
This is my dreamland for food.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0049577127
Insult0.008766884
Profanity0.01620627
Threat0.008246276
Severe Toxicity0.0017547607
Low Tox 0.02107848 Moderate Con 0.4 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
When my parents immigrated to Canada from the Caribbean in the mid-70's they held onto certain cultural customs, while assimilating to Canada. My father was very thankful to be here and was proud to be …
When my parents immigrated to Canada from the Caribbean in the mid-70's they held onto certain cultural customs, while assimilating to Canada. My father was very thankful to be here and was proud to be Canadian. Immigration today is not the same.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.011765319
Insult0.00983089
Profanity0.009442741
Threat0.00579629
Severe Toxicity0.00061511993
Low Tox 0.02107848 Constructive 0.741 Personal_Narrative
Sep 20, 2025 7 likes Inside Canada's Indian Metropolis (Brampton)
Can you do Glendale, California next please 🙏
Can you do Glendale, California next please 🙏
Inside Canada's Indian Invasion... · 94: Cluster #93
Close reading → Discourse → Video sentiment →
Identity Attack0.0050687063
Insult0.009336887
Profanity0.0137468055
Threat0.008311004
Severe Toxicity0.0016403198
Low Tox 0.02107848 Moderate Con 0.433 Question
Jan 28, 2026 Inside Canada's Indian Invasion...
Bike guy is a hero.
Bike guy is a hero.
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.004328749
Insult0.012034904
Profanity0.014703264
Threat0.007637825
Severe Toxicity0.0014972687
Low Tox 0.02107848 Moderate Con 0.385 Solidarity
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Pt2 pls
Pt2 pls
Inside Canada's Indian Invasion... · 301: Cluster #300
Close reading → Video sentiment →
Identity Attack0.003644289
Insult0.009108886
Profanity0.019485557
Threat0.009411395
Severe Toxicity0.002040863
Low Tox 0.02107848 Moderate Con 0.378
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Why can’t. I get some help , to getting a job , , I’m a Canadian. Citizen.
Why can’t. I get some help , to getting a job , , I’m a Canadian. Citizen.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.009027477
Insult0.00971689
Profanity0.010211324
Threat0.0062785195
Severe Toxicity0.000872612
Low Tox 0.02107848 Moderate Con 0.496
Nov 21, 2025 5 likes Thousands of refugees allowed into …
as a canadian who grew up here. i’ve been humbled.
as a canadian who grew up here. i’ve been humbled.
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.009064475
Insult0.0103248935
Profanity0.012926984
Threat0.007029374
Severe Toxicity0.0011253357
Low Tox 0.02107848 Moderate Con 0.475
Jan 8, 2026 1 likes Canadian Citizenship Test 2025 – …
Canada needs to learn from Singapore on having max quotas on ethnic populations in any given area. They have people from everywhere, blending together.
Canada needs to learn from Singapore on having max quotas on ethnic populations in any given area. They have people from everywhere, blending together.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.011987305
Insult0.009393888
Profanity0.010177165
Threat0.0062979385
Severe Toxicity0.00084877014
Low Tox 0.02107848 Moderate Con 0.389 Comparative_Framing
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
This is happening to every Canadian city...
This is happening to every Canadian city...
Inside Canada's Indian Invasion... · 42: Cluster #41
Close reading → Video sentiment →
Identity Attack0.007214582
Insult0.008937885
Profanity0.00902429
Threat0.0072882893
Severe Toxicity0.0009727478
Low Tox 0.02107848 Moderate Con 0.374
Jan 27, 2026 Inside Canada's Indian Invasion...
😂😂😂😂😂😂😂😂
😂😂😂😂😂😂😂😂
Inside Canada's Indian Invasion... · 103: Cluster #102
Close reading → Video sentiment →
Identity Attack0.0016464046
Insult0.00971689
Profanity0.026727317
Threat0.0060325502
Severe Toxicity0.00289917
Low Tox 0.02107848 Moderate Con 0.472
Feb 22, 2026 Inside Canada's Indian Invasion...
Love Tylers videos. I feel like its been a huge and successful journey. Been here since the Big Chungus days when he was still going to UCLA. Then was here for the period where it …
Love Tylers videos. I feel like its been a huge and successful journey. Been here since the Big Chungus days when he was still going to UCLA. Then was here for the period where it seemed like Tyler was going to quit YouTube and follow in his dads footsteps. Tyler didn't give up and is where he is now through perserverance. Great job Tyler!
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.00466173
Insult0.010780896
Profanity0.017367685
Threat0.007793174
Severe Toxicity0.0012683868
Low Tox 0.02107848 Constructive 0.751 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
First nations here: First time???
First nations here: First time???
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0071775843
Insult0.0084818825
Profanity0.01261955
Threat0.0066345283
Severe Toxicity0.0010681152
Low Tox 0.02107848 Moderate Con 0.346 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Usa is a septic tank.ick. this lawyer is not up to speed on how his advice failed.
Usa is a septic tank.ick. this lawyer is not up to speed on how his advice failed.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00061800145
Insult0.015198616
Profanity0.00022303559
Threat0.00024351968
Severe Toxicity0.0000032539979
Low Tox 0.021049159 Humor_Satire
Dec 8, 2025 7 likes
This is the only advance development and clean city in india
This is the only advance development and clean city in india
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.010137413
Insult0.009488888
Profanity0.013610168
Threat0.0079873605
Severe Toxicity0.0015830994
Low Tox 0.020960633 Low Con 0.268 Comparative_Framing
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Come investigate this in Texas man
Come investigate this in Texas man
Inside Canada's Indian Invasion... · 114: Cluster #113
Close reading → Discourse → Video sentiment →
Identity Attack0.0058456613
Insult0.0092228865
Profanity0.013439372
Threat0.008362788
Severe Toxicity0.0011539459
Low Tox 0.020960633 Low Con 0.23 Call_To_Action
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Not true. Most Canadians want smaller numbers and tighter requirements. The students and TEMPORARY workers think they automatically will get permanent residency, when in fact there are no guarantees..Why these people act like Canada did …
Not true. Most Canadians want smaller numbers and tighter requirements. The students and TEMPORARY workers think they automatically will get permanent residency, when in fact there are no guarantees..Why these people act like Canada did something wrong? Having that many people come is a strain on all our resources and job market. We have a right to decide who we need and want. Store manager is not a job that Canadians won't do.
Canada's tighter immigration policy divides the country • … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.009619443
Insult0.011844902
Profanity0.0094256615
Threat0.005922511
Severe Toxicity0.00069618225
Low Tox 0.020960633 Constructive 0.763 Policy_Critique
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
😅😅
😅😅
Inside Canada's Indian Invasion...
Close reading → Video sentiment →
Identity Attack0.0021273769
Insult0.010476895
Profanity0.022901481
Threat0.0063950317
Severe Toxicity0.0020980835
Low Tox 0.020960633 Moderate Con 0.478
Feb 11, 2026 1 likes Inside Canada's Indian Invasion...
That's still too many.
That's still too many.
New rules, regulations take effect across Canada · 9: Cluster #8
Close reading → Video sentiment →
Identity Attack0.0029043318
Insult0.009944891
Profanity0.012722028
Threat0.007521313
Severe Toxicity0.0011253357
Low Tox 0.020960633 Low Con 0.285
Jan 3, 2026 1 likes New rules, regulations take effect …
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.