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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 1115 of 1230
I was going to say Surrey or Brampton
I was going to say Surrey or Brampton
Inside Canada's Indian Metropolis (Brampton) · 186: Cluster #185
Close reading → Discourse → Video sentiment →
Identity Attack0.0053276913
Insult0.009184887
Profanity0.015659723
Threat0.0083886795
Severe Toxicity0.001373291
Low Tox 0.019728716 Moderate Con 0.435 Comparative_Framing
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Refuge's claim should be deemed recevable only if made outside the canadian territory. In an other country, in a canadian embassy.
Refuge's claim should be deemed recevable only if made outside the canadian territory. In an other country, in a canadian embassy.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0103594
Insult0.008329881
Profanity0.010108846
Threat0.006770459
Severe Toxicity0.00074386597
Low Tox 0.019728716 Low Con 0.221 Policy_Critique
Feb 26, 2026 13 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Rejected Claims?? How did they get in, and allowed to stay here, in the first palce?
Rejected Claims?? How did they get in, and allowed to stay here, in the first palce?
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0032188136
Insult0.009678889
Profanity0.010194245
Threat0.0064468146
Severe Toxicity0.00068187714
Low Tox 0.019728716 Low Con 0.206 Question
Feb 27, 2026 3 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Glad the video is back 🙌
Glad the video is back 🙌
Inside Canada's Indian Invasion... · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.005771666
Insult0.009013886
Profanity0.018734055
Threat0.009437286
Severe Toxicity0.002117157
Low Tox 0.019728716 Moderate Con 0.382 Meta_Commentary
Feb 3, 2026 8 likes Inside Canada's Indian Invasion...
I love Based Bicycle Man.
I love Based Bicycle Man.
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.004347248
Insult0.010476895
Profanity0.014190876
Threat0.007741391
Severe Toxicity0.0013160706
Low Tox 0.019728716 Moderate Con 0.427 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Sikhs started settling in Canada in 1898 .
Sikhs started settling in Canada in 1898 .
Inside Canada's Indian Metropolis (Brampton) · 50: Cluster #49
Close reading → Video sentiment →
Identity Attack0.011839314
Insult0.008918885
Profanity0.012585391
Threat0.0071070488
Severe Toxicity0.0010251999
Low Tox 0.019728716 Low Con 0.26
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
At this point what has not reached a breaking point? Healthcare, education, infrastructure, inflation, housing. But hey don't worry, elows up and we can do this right
At this point what has not reached a breaking point? Healthcare, education, infrastructure, inflation, housing. But hey don't worry, elows up and we can do this right
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.002293867
Insult0.0105148945
Profanity0.011697251
Threat0.0066668927
Severe Toxicity0.0008201599
Low Tox 0.019728716 Moderate Con 0.344 Policy_Critique
Jan 20, 2026 Why Canada’s immigration system has …
We dont you guys either our country is a stressful mess.its not really safe here.
We dont you guys either our country is a stressful mess.its not really safe here.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.002118025
Insult0.003920698
Profanity0.00026842885
Threat0.0008427242
Severe Toxicity0.0000073765805
Low Tox 0.019699888 Fear_Threat
Dec 10, 2025
I'm afraid it's not only Brampton 🥲
I'm afraid it's not only Brampton 🥲
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0035887922
Insult0.010210892
Profanity0.015693882
Threat0.0069516995
Severe Toxicity0.001115799
Low Tox 0.019603057 Moderate Con 0.498 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
😂😂😂😂😂😂
😂😂😂😂😂😂
Inside Canada's Indian Invasion... · 103: Cluster #102
Close reading → Video sentiment →
Identity Attack0.0016094068
Insult0.009336887
Profanity0.024951037
Threat0.0060649146
Severe Toxicity0.002670288
Low Tox 0.019603057 Moderate Con 0.46
Feb 17, 2026 Inside Canada's Indian Invasion...
Way too many!
Way too many!
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0027748393
Insult0.009944891
Profanity0.012448754
Threat0.00704232
Severe Toxicity0.0011587143
Low Tox 0.019603057 Low Con 0.295
Jan 20, 2026 1 likes Why Canada’s immigration system has …
Wow. Such a massive change in such a short period of time. I'm impressed. A country within a country becoming just as successful. Who needs to assimilate ?
Wow. Such a massive change in such a short period of time. I'm impressed. A country within a country becoming just as successful. Who needs to assimilate ?
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0048837173
Insult0.009944891
Profanity0.012107162
Threat0.0062785195
Severe Toxicity0.00074863434
Low Tox 0.019603057 Constructive 0.579 Identity_Assertion
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Thanks bro for showing the real Canada
Thanks bro for showing the real Canada
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.009619443
Insult0.010286893
Profanity0.011099464
Threat0.0067834044
Severe Toxicity0.0011920929
Low Tox 0.019603057 Moderate Con 0.426 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Good Bie ! Arrividerbie !
Good Bie ! Arrividerbie !
Inside Canada's Indian Invasion... · 253: Cluster #252
Close reading → Discourse → Video sentiment →
Identity Attack0.0024233595
Insult0.010856897
Profanity0.0157622
Threat0.0075083673
Severe Toxicity0.0014781952
Low Tox 0.019603057 Moderate Con 0.388 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Book one way flight ticket 🎫
Book one way flight ticket 🎫
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0023863618
Insult0.009507888
Profanity0.01535229
Threat0.007883795
Severe Toxicity0.0015068054
Low Tox 0.019603057 Low Con 0.286
Jan 18, 2026 2.9 million Canadian temporary visas …
Respect the law of Canada. We as an immigrant be great full for giving as the opportunity. Respect ❤ Canada
Respect the law of Canada. We as an immigrant be great full for giving as the opportunity. Respect ❤ Canada
Why Canadians Are Turning Against Immigrants. · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.011247349
Insult0.008785884
Profanity0.01173141
Threat0.0064144502
Severe Toxicity0.0009059906
Low Tox 0.019603057 Constructive 0.565 Solidarity
Aug 26, 2025 Why Canadians Are Turning Against …
Ice for Canada! I will join in a heartbeat
Ice for Canada! I will join in a heartbeat
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.005105704
Insult0.008576883
Profanity0.012175481
Threat0.009955117
Severe Toxicity0.0016117096
Low Tox 0.019603057 Moderate Con 0.432 Call_To_Action
Feb 10, 2026 Deportations From Canada at Their …
Thanks for the video Tyler, much needed help here in Canada. Remigration soon hopefully but I'm not holding by breath.
Thanks for the video Tyler, much needed help here in Canada. Remigration soon hopefully but I'm not holding by breath.
Inside Canada's Indian Invasion... · 96: Cluster #95
Close reading → Video sentiment →
Identity Attack0.006511623
Insult0.0096028885
Profanity0.010091767
Threat0.0067316215
Severe Toxicity0.00081539154
Low Tox 0.019603057 Constructive 0.617
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadian they are nice kind generous , i love this country
Canadian they are nice kind generous , i love this country
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.010137413
Insult0.009013886
Profanity0.015147334
Threat0.007417747
Severe Toxicity0.0014972687
Low Tox 0.019603057 Moderate Con 0.497 Solidarity
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Multicultural act was passed in 1988. Didn't' happen yesterday. Decades of wanting to feel better about ourselves and not protecting true Canadian heritage/culture. The heritage/culture that was celebrated after the world wars.
Multicultural act was passed in 1988. Didn't' happen yesterday. Decades of wanting to feel better about ourselves and not protecting true Canadian heritage/culture. The heritage/culture that was celebrated after the world wars.
Inside Canada's Indian Metropolis (Brampton) · 100: Cluster #99
Close reading → Video sentiment →
Identity Attack0.008657498
Insult0.009982891
Profanity0.009596458
Threat0.0060196044
Severe Toxicity0.0007247925
Low Tox 0.019603057 Constructive 0.579
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
It's happening in Australia too.
It's happening in Australia too.
Inside Canada's Indian Invasion... · 31: Cluster #30
Close reading → Discourse → Video sentiment →
Identity Attack0.008694496
Insult0.007930879
Profanity0.01354185
Threat0.00814271
Severe Toxicity0.0012683868
Low Tox 0.019603057 Moderate Con 0.37 Comparative_Framing
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
The government does everything in their power to make sure that you pay retail for everything if you can get something cheaper, they’re gonna tax it and make it expensive
The government does everything in their power to make sure that you pay retail for everything if you can get something cheaper, they’re gonna tax it and make it expensive
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0028673338
Insult0.0113509
Profanity0.011526455
Threat0.0063950317
Severe Toxicity0.0007581711
Low Tox 0.019603057 Low Con 0.211 Policy_Critique
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
You should see Lisbon and Porto in Portugal !
You should see Lisbon and Porto in Portugal !
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.007991537
Insult0.008614883
Profanity0.014634945
Threat0.008116818
Severe Toxicity0.001411438
Low Tox 0.019603057 Moderate Con 0.385 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Québec realized too much is too much.
Québec realized too much is too much.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0050687063
Insult0.012072904
Profanity0.009587918
Threat0.0059516393
Severe Toxicity0.0008010864
Low Tox 0.019603057 Low Con 0.212
Nov 23, 2025 2 likes Quebec Ends Economic Immigration Program …
We’re done in Canada. We’re so open minded…..you get it.
We’re done in Canada. We’re so open minded…..you get it.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0050687063
Insult0.010666896
Profanity0.010996987
Threat0.006874025
Severe Toxicity0.000872612
Low Tox 0.019603057 Low Con 0.286 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
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.