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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
30,738 comments · Page 988 of 1230
The scarf tells me everything I need to know.
The scarf tells me everything I need to know.
Identity Attack0.0054756827
Insult0.013934915
Profanity0.020578653
Threat0.0083886795
Severe Toxicity0.0017356873
Low Tox 0.038519915 Moderate Con 0.35 Identity_Assertion
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
😳 😳 😳... the government man.. what..
😳 😳 😳... the government man.. what..
Identity Attack0.004421244
Insult0.01648093
Profanity0.016342908
Threat0.006861079
Severe Toxicity0.0015354156
Low Tox 0.038519915 Low Con 0.256
Mar 31, 2021 1 likes How much do refugees and …
So Canada is going to go bankrupt faster basically? Don't understand how any of this is a good thing
So Canada is going to go bankrupt faster basically? Don't understand how any of this is a good thing
Identity Attack0.008176526
Insult0.017163089
Profanity0.011355659
Threat0.007249452
Severe Toxicity0.0011396408
Low Tox 0.038519915 Low Con 0.242
Dec 23, 2019 2 likes How much do refugees and …
I knew people working at Immigration back in 2018, and they were raising concerns with their supervisors about significant fraudulent applications, but were told to keep pushing people through because the government wanted numbers.
I knew people working at Immigration back in 2018, and they were raising concerns with their supervisors about significant fraudulent applications, but were told to keep pushing people through because the government wanted numbers.
Identity Attack0.010137413
Insult0.019032324
Profanity0.011509376
Threat0.006492125
Severe Toxicity0.00089645386
Low Tox 0.038519915 Constructive 0.569 Personal_Narrative
Feb 26, 2026 53 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Dude on the bike was telling it like it is
Dude on the bike was telling it like it is
Identity Attack0.004328749
Insult0.015340924
Profanity0.019622196
Threat0.008764107
Severe Toxicity0.0019359589
Low Tox 0.038519915 Moderate Con 0.311 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm a retired Canadian Military veteran and I don't live in Canada because the Canada I served is not the Canada that exists today.
I'm a retired Canadian Military veteran and I don't live in Canada because the Canada I served is not the Canada that exists today.
Identity Attack0.021987455
Insult0.013896915
Profanity0.010245483
Threat0.0066215824
Severe Toxicity0.0013637543
Low Tox 0.038519915 Constructive 0.571 Personal_Narrative
Feb 7, 2026 Inside Canada's Indian Invasion...
I was so shocked when I saw that statue in person 😭
I was so shocked when I saw that statue in person 😭
Identity Attack0.0068076057
Insult0.011692902
Profanity0.023721304
Threat0.008116818
Severe Toxicity0.0019741058
Low Tox 0.038519915 Moderate Con 0.455
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Is this India?
Is this India?
Identity Attack0.027815815
Insult0.01313691
Profanity0.020032106
Threat0.007754337
Severe Toxicity0.0018119812
Low Tox 0.038519915 Moderate Con 0.319 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
I’ve been waiting for this video forever
I’ve been waiting for this video forever
Identity Attack0.007991537
Insult0.010894896
Profanity0.026317406
Threat0.011612174
Severe Toxicity0.003414154
Low Tox 0.03828422 Moderate Con 0.42 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
India india and india...
India india and india...
Identity Attack0.024600167
Insult0.0154929245
Profanity0.01982715
Threat0.009074804
Severe Toxicity0.0032424927
Low Tox 0.03828422 Moderate Con 0.301 Identity_Assertion
Jan 21, 2026 2 likes Why Canada’s immigration system has …
If you can't find a local person to work at your fast food restaurant, try increasing the wage, improving work conditions, providing benefits, having a retention bonus, etc Flying someone 10000 km to an urban …
If you can't find a local person to work at your fast food restaurant, try increasing the wage, improving work conditions, providing benefits, having a retention bonus, etc Flying someone 10000 km to an urban center to work at Tim Hortons only makes economic sense if you plan to exploit them.
Identity Attack0.0029228306
Insult0.015872927
Profanity0.012004685
Threat0.01086132
Severe Toxicity0.0013542175
Low Tox 0.03828422 Moderate Con 0.483
Jan 15, 2026 1 likes 2.9 million Canadian temporary visas …
I clearly see Canada’s government problems and administrative faults. It’s very concerning.
I clearly see Canada’s government problems and administrative faults. It’s very concerning.
Identity Attack0.012139536
Insult0.02051482
Profanity0.00948544
Threat0.0059840037
Severe Toxicity0.00091552734
Low Tox 0.03828422 Moderate Con 0.443
Dec 31, 2025 IRCC Names India in Study …
The government needs to much more thoroughly vet people before allowing them to enter Canada.
The government needs to much more thoroughly vet people before allowing them to enter Canada.
Identity Attack0.016360072
Insult0.0151129225
Profanity0.010160086
Threat0.008013252
Severe Toxicity0.0013923645
Low Tox 0.03828422 Low Con 0.185 Policy_Critique
Feb 19, 2026 Canadian immigration officers investigating hundreds …
0:51
0:51
Identity Attack0.006770608
Insult0.011882903
Profanity0.025907494
Threat0.010809537
Severe Toxicity0.0032043457
Low Tox 0.03828422 Low Con 0.279
Jan 28, 2026 Inside Canada's Indian Invasion...
Freez the boarder for the next 5 years
Freez the boarder for the next 5 years
Identity Attack0.0037737815
Insult0.013668913
Profanity0.01402008
Threat0.010964886
Severe Toxicity0.0018501282
Low Tox 0.03828422 Low Con 0.15
Aug 25, 2025 Why Canadians Are Turning Against …
10:58 thats Hindu temple and 11:25 and that’s Sikh temple.
10:58 thats Hindu temple and 11:25 and that’s Sikh temple.
Identity Attack0.03223813
Insult0.0116169015
Profanity0.016889455
Threat0.008440462
Severe Toxicity0.0021648407
Low Tox 0.03828422 Moderate Con 0.326 Meta_Commentary
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t pass the IELTS (English proficiency test) entered the country on visitor visas or through spousal sponsorships—some of which were questionable or fraudulent. During that time, the government was converting visitor visas into work permits with little to no scrutiny. Background checks and rejections were rare. Meanwhile, colleges rapidly expanded their intake capacity—understandably so, since international students pay three to four times more in tuition. At the same time, due to inflationary pressures, the government allowed international students to work 40 hours per week instead of the previous 20-hour limit. This created a new, ready-to-work labor force in just a year or two, heavily impacting the retail sector. As a result, a large portion of retail jobs shifted toward a single ethnic group, while many Canadian citizens found themselves sidelined. One key factor was flexibility. Many immigrant communities—particularly Indian—were more willing to accept irregular hours and last-minute shifts, often adopting a more compliant, “yes sir” attitude that employers found appealing. However, I’m already beginning to notice changes in the retail landscape, likely due to the government finally tightening immigration rules. Going forward, we don’t need to close our doors—but we do need smarter immigration policies, with proper checks and balances, to ensure fairness and sustainability for everyone.
Identity Attack0.010211408
Insult0.020772645
Profanity0.012961143
Threat0.006757513
Severe Toxicity0.0012016296
Low Tox 0.03828422 Constructive 0.779
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
0:51
0:51
Identity Attack0.006770608
Insult0.011882903
Profanity0.025907494
Threat0.010809537
Severe Toxicity0.0032043457
Low Tox 0.03828422 Low Con 0.279
Jan 28, 2026 Inside Canada's Indian Invasion...
I had a feeling it was the B Block but I just wanted to make sure
I had a feeling it was the B Block but I just wanted to make sure
Identity Attack0.0073995716
Insult0.01313691
Profanity0.029888187
Threat0.009074804
Severe Toxicity0.0022792816
Low Tox 0.03828422 Moderate Con 0.458 Meta_Commentary
Jan 26, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
This is what Trump is trying to stop.
This is what Trump is trying to stop.
Identity Attack0.003311308
Insult0.017614283
Profanity0.011697251
Threat0.008026198
Severe Toxicity0.0012397766
Low Tox 0.03828422 Low Con 0.178 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks. I only read 3times takes 7hours then got20/20... it helps a lot. By the way. I had 4questions from Ture or false questions all based on the video qustions
Thanks. I only read 3times takes 7hours then got20/20... it helps a lot. By the way. I had 4questions from Ture or false questions all based on the video qustions
Identity Attack0.0055496786
Insult0.015188923
Profanity0.019143965
Threat0.0077025536
Severe Toxicity0.0014591217
Low Tox 0.03828422 Constructive 0.662
Jul 27, 2025 7 likes Canadian Citizenship Test 2025 – …
Try adding another zero Global tv
Try adding another zero Global tv
Identity Attack0.004643231
Insult0.013630914
Profanity0.015967157
Threat0.008311004
Severe Toxicity0.0016593933
Low Tox 0.03828422 Low Con 0.226 Meta_Commentary
Feb 18, 2026 8 likes Canadian immigration officers investigating hundreds …
0:51
0:51
Identity Attack0.006770608
Insult0.011882903
Profanity0.025907494
Threat0.010809537
Severe Toxicity0.0032043457
Low Tox 0.03828422 Low Con 0.279
Jan 28, 2026 Inside Canada's Indian Invasion...
What kind of punishment would illegal crosser suffer? Im thinkimg can we cross without going through the custom??
What kind of punishment would illegal crosser suffer? Im thinkimg can we cross without going through the custom??
Identity Attack0.0076215584
Insult0.012718908
Profanity0.012585391
Threat0.010084574
Severe Toxicity0.0014877319
Low Tox 0.03828422 Moderate Con 0.347
Oct 1, 2018 How much do refugees and …
I’m sure the immigration levels will help with housing, healthcare and the high unemployment rate
I’m sure the immigration levels will help with housing, healthcare and the high unemployment rate
Identity Attack0.02238941
Insult0.010362893
Profanity0.011663092
Threat0.006653947
Severe Toxicity0.0013637543
Low Tox 0.03828422 Moderate Con 0.469
Jan 5, 2026 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.