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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 1188 of 1230
Any id i submited my aplication online on aprill 17 .when should i get update from ircc
Any id i submited my aplication online on aprill 17 .when should i get update from ircc
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.0030708222
Insult0.0069333725
Profanity0.011663092
Threat0.0072882893
Severe Toxicity0.00078201294
Low Tox 0.010115679 Moderate Con 0.363 Question
Jun 6, 2025 Canadian Citizenship Test 2025 – …
I passed my citizenship test today. 20/20. I spent two days studying the questions until I could complete all the questions.
I passed my citizenship test today. 20/20. I spent two days studying the questions until I could complete all the questions.
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Video sentiment →
Identity Attack0.0029783275
Insult0.006676871
Profanity0.011201942
Threat0.006757513
Severe Toxicity0.0006866455
Low Tox 0.010115679 Moderate Con 0.476
Dec 20, 2025 3 likes Canadian Citizenship Test 2025 – …
Well said
Well said
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 113: Cluster #112
Close reading → Video sentiment →
Identity Attack0.0027563404
Insult0.0072088744
Profanity0.012687869
Threat0.0070164283
Severe Toxicity0.001001358
Low Tox 0.010115679 Moderate Con 0.49
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I agree with you 100 percent.
I agree with you 100 percent.
Why Canadians Are Turning Against Immigrants. · 43: Cluster #42
Close reading → Discourse → Video sentiment →
Identity Attack0.0030523231
Insult0.0070378734
Profanity0.012892825
Threat0.0070552654
Severe Toxicity0.0008869171
Low Tox 0.010115679 Constructive 0.55 Meta_Commentary
Feb 6, 2026 1 likes Why Canadians Are Turning Against …
Singh hortons
Singh hortons
Inside Canada's Indian Invasion... · 105: Cluster #104
Close reading → Discourse → Video sentiment →
Identity Attack0.003144818
Insult0.010438894
Profanity0.01627459
Threat0.0069516995
Severe Toxicity0.0011014938
Low Tox 0.01005285 Low Con 0.263 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Taj Mahal is good.
Taj Mahal is good.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0037552824
Insult0.009184887
Profanity0.014327513
Threat0.007094103
Severe Toxicity0.0011730194
Low Tox 0.01005285 Moderate Con 0.311 Meta_Commentary
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
THANKS
THANKS
Inside Canada's Indian Invasion... · 64: Cluster #63
Close reading → Video sentiment →
Identity Attack0.0024788564
Insult0.0070378734
Profanity0.013576009
Threat0.0075083673
Severe Toxicity0.0011825562
Low Tox 0.01005285 Constructive 0.507
Jan 27, 2026 Inside Canada's Indian Invasion...
We love you Michelle , great work.
We love you Michelle , great work.
IRCC Names India in Study Permit Fraud | … · 92: Cluster #91
Close reading → Discourse → Video sentiment →
Identity Attack0.0030708222
Insult0.0072088744
Profanity0.012141321
Threat0.006977591
Severe Toxicity0.0010442734
Low Tox 0.01005285 Constructive 0.514 Solidarity
Sep 30, 2025 1 likes IRCC Names India in Study …
You should investigate Confederation College in Thunder Bay as well.
You should investigate Confederation College in Thunder Bay as well.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.0024418586
Insult0.0074558756
Profanity0.009903891
Threat0.0062979385
Severe Toxicity0.00044822693
Low Tox 0.01005285 Moderate Con 0.434 Call_To_Action
Oct 1, 2025 2 likes IRCC Names India in Study …
5 million permits expired this month and im to believe 18 thousand is an okay number?
5 million permits expired this month and im to believe 18 thousand is an okay number?
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0022291208
Insult0.0067908717
Profanity0.010313802
Threat0.006809296
Severe Toxicity0.00071525574
Low Tox 0.01005285 Moderate Con 0.308
Dec 23, 2025 7 likes Deportations From Canada at Their …
That’s now seems formality What happened last four five years Where these types of committees Know they accessing what happened with students where they go Making enough money colleges related from students from many years …
That’s now seems formality What happened last four five years Where these types of committees Know they accessing what happened with students where they go Making enough money colleges related from students from many years Know you asking questions for last four years
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.0017111509
Insult0.007778878
Profanity0.009579378
Threat0.005877201
Severe Toxicity0.00044345856
Low Tox 0.01005285 Low Con 0.275
Sep 28, 2025 2 likes IRCC Names India in Study …
but she knew the visa was temporary ?
but she knew the visa was temporary ?
Canada's tighter immigration policy divides the country • … · 14: Cluster #13
Close reading → Discourse → Video sentiment →
Identity Attack0.00207188
Insult0.007170874
Profanity0.011116544
Threat0.0062849927
Severe Toxicity0.0005674362
Low Tox 0.01005285 Moderate Con 0.318 Question
Feb 13, 2026 Canada's tighter immigration policy divides …
I got 19/20 on my test. It covered almost every part of the Discover canada. Appricated for making such useful video!
I got 19/20 on my test. It covered almost every part of the Discover canada. Appricated for making such useful video!
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Video sentiment →
Identity Attack0.0027933381
Insult0.007341875
Profanity0.0113385795
Threat0.0068869707
Severe Toxicity0.0008249283
Low Tox 0.01005285 Constructive 0.605
Oct 24, 2025 1 likes Canadian Citizenship Test 2025 – …
YESSIR vive le Quebec libre, Quebec icite ‼️⚜️
YESSIR vive le Quebec libre, Quebec icite ‼️⚜️
Quebec Ends Economic Immigration Program | Your Morning · 96: Cluster #95
Close reading → Discourse → Video sentiment →
Identity Attack0.0016094068
Insult0.010666896
Profanity0.010569996
Threat0.0053642252
Severe Toxicity0.00071048737
Low Tox 0.01005285 Moderate Con 0.343 Identity_Assertion
Nov 24, 2025 Quebec Ends Economic Immigration Program …
We need more taxes to fund this right ?
We need more taxes to fund this right ?
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0017204003
Insult0.007360875
Profanity0.010450439
Threat0.00636914
Severe Toxicity0.00067710876
Low Tox 0.009990019 Moderate Con 0.334
Nov 23, 2025 Thousands of refugees allowed into …
So how do they get brand new cars .....
So how do they get brand new cars .....
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0015354111
Insult0.0072278744
Profanity0.010587076
Threat0.0067898775
Severe Toxicity0.0008201599
Low Tox 0.009990019 Low Con 0.26
Jun 30, 2019 How much do refugees and …
Indianada, Yes Sar!
Indianada, Yes Sar!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0042917514
Insult0.007816878
Profanity0.011646013
Threat0.0057768715
Severe Toxicity0.0007009506
Low Tox 0.009990019 Moderate Con 0.324 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
My trucking company actually refuses to deliver loads into Brampton, actually Ontario in reality. We only service the west coast of Canada over into Manitoba.
My trucking company actually refuses to deliver loads into Brampton, actually Ontario in reality. We only service the west coast of Canada over into Manitoba.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.003866276
Insult0.0072278744
Profanity0.009613537
Threat0.006039023
Severe Toxicity0.0005578995
Low Tox 0.009990019 Constructive 0.538
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Finally Canada is doing something about this long-standing problem. I hope this number increases dramatically in the near future.
Finally Canada is doing something about this long-standing problem. I hope this number increases dramatically in the near future.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.003144818
Insult0.007151874
Profanity0.009297565
Threat0.006977591
Severe Toxicity0.00064373016
Low Tox 0.009990019 Moderate Con 0.486
Dec 24, 2025 14 likes Deportations From Canada at Their …
It's all thanks to Trudeau
It's all thanks to Trudeau
Inside Canada's Indian Invasion... · 142: Cluster #141
Close reading → Discourse → Video sentiment →
Identity Attack0.0022383702
Insult0.008310881
Profanity0.0103992
Threat0.0059613483
Severe Toxicity0.0007390976
Low Tox 0.009990019 Low Con 0.249 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Thanks Tyler I love safety man on a bike.
Thanks Tyler I love safety man on a bike.
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0013504218
Insult0.0075698765
Profanity0.009869732
Threat0.0066798385
Severe Toxicity0.0008535385
Low Tox 0.009990019 Constructive 0.578 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
👏🏻👏🏻👏🏻👏🏻👏🏻👏🏻👏🏻👏🏻
👏🏻👏🏻👏🏻👏🏻👏🏻👏🏻👏🏻👏🏻
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0017296498
Insult0.0075128763
Profanity0.015215653
Threat0.0065697995
Severe Toxicity0.0015258789
Low Tox 0.009990019 Moderate Con 0.442 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Well said lady!
Well said lady!
Why Canadians Are Turning Against Immigrants. · 88: Cluster #87
Close reading → Video sentiment →
Identity Attack0.0019423875
Insult0.007835878
Profanity0.011099464
Threat0.0064985976
Severe Toxicity0.00074863434
Low Tox 0.009990019 Moderate Con 0.454
Aug 25, 2025 15 likes Why Canadians Are Turning Against …
So can't they track the students by their SIN number to see where they may be employed.
So can't they track the students by their SIN number to see where they may be employed.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.0020256327
Insult0.0072468747
Profanity0.00997221
Threat0.0062267366
Severe Toxicity0.0005364418
Low Tox 0.009990019 Low Con 0.27
Sep 28, 2025 1 likes IRCC Names India in Study …
And you wonder why housing is so expensive... Its called supply and demand
And you wonder why housing is so expensive... Its called supply and demand
Canada's tighter immigration policy divides the country • … · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.0012486777
Insult0.008025879
Profanity0.00951106
Threat0.0057703983
Severe Toxicity0.00046730042
Low Tox 0.009927189 Low Con 0.256 Economic_Argument
Feb 13, 2026 Canada's tighter immigration policy divides …
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.