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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 983 of 1230
Christ is king
Christ is king
Inside Canada's Indian Invasion... · 59: Cluster #58
Close reading → Discourse → Video sentiment →
Identity Attack0.017766917
Insult0.013326911
Profanity0.02126184
Threat0.0078449575
Severe Toxicity0.0025749207
Low Tox 0.039462693 Moderate Con 0.377 Meta_Commentary
Feb 19, 2026 2 likes Inside Canada's Indian Invasion...
Youtube brought the video back!
Youtube brought the video back!
Inside Canada's Indian Invasion... · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.009545447
Insult0.011920903
Profanity0.027000591
Threat0.012337137
Severe Toxicity0.0031852722
Low Tox 0.039462693 Moderate Con 0.315 Meta_Commentary
Feb 4, 2026 Inside Canada's Indian Invasion...
Vassey is no better than Barton.
Vassey is no better than Barton.
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0020256327
Insult0.0233509
Profanity0.012482914
Threat0.006356194
Severe Toxicity0.0009202957
Low Tox 0.039462693 Low Con 0.148 Meta_Commentary
Feb 24, 2026 11 likes 'We do know that there's …
Bot farms are going to have a field day today
Bot farms are going to have a field day today
Inside Canada's Indian Invasion... · 163: Cluster #162
Close reading → Discourse → Video sentiment →
Identity Attack0.0073255757
Insult0.0140109155
Profanity0.018665737
Threat0.009877442
Severe Toxicity0.0023269653
Low Tox 0.039462693 Low Con 0.201 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Im just glad they are safe it must feel good as a man too finally get paid for the hard work they can do in a day. But I'm sure there is someone out there …
Im just glad they are safe it must feel good as a man too finally get paid for the hard work they can do in a day. But I'm sure there is someone out there that is going to take advantage of them by paying for cheap labor.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0068076057
Insult0.018967867
Profanity0.012551232
Threat0.0067057298
Severe Toxicity0.0008535385
Low Tox 0.039462693 Constructive 0.719
Sep 5, 2018 How much do refugees and …
Allow Canada to have the rights to open carry and bear arms
Allow Canada to have the rights to open carry and bear arms
Canadian immigration officers investigating hundreds identified by extortion … · 38: Cluster #37
Close reading → Discourse → Video sentiment →
Identity Attack0.00776955
Insult0.010400894
Profanity0.011663092
Threat0.018882722
Severe Toxicity0.0023555756
Low Tox 0.039462693 Low Con 0.181 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
DO NOT REEDEM IT!
DO NOT REEDEM IT!
Inside Canada's Indian Invasion... · 145: Cluster #144
Close reading → Discourse → Video sentiment →
Identity Attack0.0026638457
Insult0.013402912
Profanity0.016479544
Threat0.009592636
Severe Toxicity0.0018596649
Low Tox 0.039462693 Low Con 0.198 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Enjoy multiculturalism 😂😂🎉
Enjoy multiculturalism 😂😂🎉
Inside Canada's Indian Invasion... · 153: Cluster #152
Close reading → Discourse → Video sentiment →
Identity Attack0.020982565
Insult0.015644927
Profanity0.01354185
Threat0.0063238298
Severe Toxicity0.0032234192
Low Tox 0.039462693 Low Con 0.282 Humor_Satire
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
I completely agree with the man at 2:06. We are all expected to assimilate with the culture that we are staying with. This is expected throughout the world. It should not be any different in …
I completely agree with the man at 2:06. We are all expected to assimilate with the culture that we are staying with. This is expected throughout the world. It should not be any different in our hemisphere.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.023997234
Insult0.0118069025
Profanity0.017231047
Threat0.007365964
Severe Toxicity0.0017738342
Low Tox 0.039462693 Constructive 0.671 Policy_Critique
Mar 2, 2026 Inside Canada's Indian Invasion...
Nice vid but this is all over the country not just one city. Not once was it mentioned that Bramptonistan is almost entirely paid for the by the Region of Peel. It's almost a welfare …
Nice vid but this is all over the country not just one city. Not once was it mentioned that Bramptonistan is almost entirely paid for the by the Region of Peel. It's almost a welfare state. As for why they let it happen because it's what they want.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.011099357
Insult0.013516913
Profanity0.019758832
Threat0.007534259
Severe Toxicity0.0017642975
Low Tox 0.039462693 Constructive 0.624 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Hahah welcome to Canada
Hahah welcome to Canada
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.01857083
Insult0.014960921
Profanity0.016172111
Threat0.0066086366
Severe Toxicity0.0019073486
Low Tox 0.039462693 Moderate Con 0.432 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Brought to you by the LIBERAL PARTY OF CANADA !
Brought to you by the LIBERAL PARTY OF CANADA !
Why Canadians Are Turning Against Immigrants. · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.01139534
Insult0.018258847
Profanity0.010740792
Threat0.0071847234
Severe Toxicity0.0016593933
Low Tox 0.039462693 Low Con 0.233
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Immigration became a business model: • Corporations get cheap labor • Universities collect $37+ billion/year • Government inflates GDP & tax revenue Citizens get food banks, rent crisis, and stagnant wages.
Immigration became a business model: • Corporations get cheap labor • Universities collect $37+ billion/year • Government inflates GDP & tax revenue Citizens get food banks, rent crisis, and stagnant wages.
Inside Canada's Indian Invasion... · 83: Cluster #82
Close reading → Discourse → Video sentiment →
Identity Attack0.015757138
Insult0.014580919
Profanity0.010194245
Threat0.006003422
Severe Toxicity0.0011491776
Low Tox 0.039462693 Moderate Con 0.359 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
"No raindrop ever considers itself responsible for the storm"
"No raindrop ever considers itself responsible for the storm"
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.004846719
Insult0.0142009165
Profanity0.013678487
Threat0.009463178
Severe Toxicity0.0015068054
Low Tox 0.039462693 Low Con 0.203 Moral_Argument
Oct 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Thanks for giving any money homeless in Kensington.
Thanks for giving any money homeless in Kensington.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0063266335
Insult0.017227544
Profanity0.010245483
Threat0.006440342
Severe Toxicity0.001206398
Low Tox 0.039462693 Constructive 0.544 Question
Jan 28, 2026 Inside Canada's Indian Invasion...
🇨🇦🇨🇦**MUST WATCH VIDEO**🇨🇦🇨🇦 I saw this video once at 1.5x I just passed Exam. Got 19/20 November 11/2025 Thanks for this Video. 🎉🎉🎉 🇨🇦
🇨🇦🇨🇦**MUST WATCH VIDEO**🇨🇦🇨🇦 I saw this video once at 1.5x I just passed Exam. Got 19/20 November 11/2025 Thanks for this Video. 🎉🎉🎉 🇨🇦
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.010433395
Insult0.011882903
Profanity0.024814399
Threat0.011353259
Severe Toxicity0.0040626526
Low Tox 0.039462693 Constructive 0.564 Meta_Commentary
Nov 12, 2025 4 likes Canadian Citizenship Test 2025 – …
Canindia
Canindia
Inside Canada's Indian Metropolis (Brampton) · 162: Cluster #161
Close reading → Video sentiment →
Identity Attack0.014249804
Insult0.017292
Profanity0.03715288
Threat0.008505191
Severe Toxicity0.0030708313
Low Tox 0.039462693 Low Con 0.281
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Committing a crime is not an act of journalism.; Just ask Don Lemon.
Committing a crime is not an act of journalism.; Just ask Don Lemon.
Inside Canada's Indian Invasion... · 61: Cluster #60
Close reading → Discourse → Video sentiment →
Identity Attack0.0019701358
Insult0.017292
Profanity0.010621235
Threat0.008285114
Severe Toxicity0.0009775162
Low Tox 0.039462693 Low Con 0.131 Meta_Commentary
Feb 7, 2026 Inside Canada's Indian Invasion...
no one in the video has a truck driving license
no one in the video has a truck driving license
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.004088263
Insult0.0113889
Profanity0.015693882
Threat0.007948523
Severe Toxicity0.0017929077
Low Tox 0.039462693 Low Con 0.152 Unverified_Claim
Jan 27, 2026 402 likes Inside Canada's Indian Invasion...
We need to have what they need ? How about what we need? I don't care what immigration lawyer says. It's his business. Who said that studying abroad gives you a right to stay there? …
We need to have what they need ? How about what we need? I don't care what immigration lawyer says. It's his business. Who said that studying abroad gives you a right to stay there? Same with temporary workers. It is TEMPORARY. It shouldn't be automatic for students, they get an education and we choose who we want to stay.
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.01555616
Insult0.014808921
Profanity0.012517073
Threat0.0061231707
Severe Toxicity0.00096797943
Low Tox 0.039462693 Constructive 0.646 Policy_Critique
Jan 20, 2026 6 likes Why Canada’s immigration system has …
Move if you don't like it.
Move if you don't like it.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0039402717
Insult0.012642908
Profanity0.016137952
Threat0.01101667
Severe Toxicity0.0014686584
Low Tox 0.039462693 Low Con 0.28
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
i gave test today and got 18/20 because of this video ,i watched it 3 times full 414 questions and did exam in just 12 minutes so i wanna thanks to this creater who uploaded …
i gave test today and got 18/20 because of this video ,i watched it 3 times full 414 questions and did exam in just 12 minutes so i wanna thanks to this creater who uploaded this for everyone 🎉🎉🎉i didn’t read anything just this video ❤
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Video sentiment →
Identity Attack0.0073995716
Insult0.011122898
Profanity0.026863953
Threat0.011249693
Severe Toxicity0.003604889
Low Tox 0.039462693 Constructive 0.537
Nov 28, 2025 28 likes Canadian Citizenship Test 2025 – …
Cover the ice situation in Minneapolis for your next video
Cover the ice situation in Minneapolis for your next video
Inside Canada's Indian Invasion... · 246: Cluster #245
Close reading → Discourse → Video sentiment →
Identity Attack0.008620501
Insult0.012224905
Profanity0.018324144
Threat0.010291707
Severe Toxicity0.0025558472
Low Tox 0.039462693 Low Con 0.246 Call_To_Action
Jan 27, 2026 54 likes Inside Canada's Indian Invasion...
One word; Remigration
One word; Remigration
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.005253696
Insult0.01302291
Profanity0.015728042
Threat0.00948907
Severe Toxicity0.0024795532
Low Tox 0.039462693 Moderate Con 0.323 Identity_Assertion
Feb 18, 2026 Canadian immigration officers investigating hundreds …
I feel youre making a specific type of video now
I feel youre making a specific type of video now
Inside Canada's Indian Invasion... · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.00899048
Insult0.012718908
Profanity0.025634222
Threat0.010214032
Severe Toxicity0.00289917
Low Tox 0.039462693 Moderate Con 0.372 Meta_Commentary
Jan 28, 2026 2 likes 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.