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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 979 of 1230
It’s sad that they give visas to these people instead of people who deserve them. I think visa regulations and conditions should be much stricter, so only deserving people get them.😢
It’s sad that they give visas to these people instead of people who deserve them. I think visa regulations and conditions should be much stricter, so only deserving people get them.😢
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.011691323
Insult0.01648093
Profanity0.010604155
Threat0.0069905366
Severe Toxicity0.0009965897
Low Tox 0.040430736 Moderate Con 0.446 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
15:24 is genius
15:24 is genius
Inside Canada's Indian Invasion... · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.00725158
Insult0.013288911
Profanity0.027820412
Threat0.009618527
Severe Toxicity0.0039100647
Low Tox 0.040430736 Low Con 0.283 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
The guy on the bike was Based
The guy on the bike was Based
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0054756827
Insult0.017292
Profanity0.017982552
Threat0.008531082
Severe Toxicity0.0018596649
Low Tox 0.040430736 Moderate Con 0.364 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Too much people have came in a very little time that's the problem
Too much people have came in a very little time that's the problem
Inside Canada's Indian Metropolis (Brampton) · 185: Cluster #184
Close reading → Discourse → Video sentiment →
Identity Attack0.008028535
Insult0.013858915
Profanity0.015147334
Threat0.006912862
Severe Toxicity0.0012874603
Low Tox 0.040183347 Moderate Con 0.306 Fear_Threat
Sep 19, 2025 33 likes Inside Canada's Indian Metropolis (Brampton)
looks like australia
looks like australia
Inside Canada's Indian Invasion... · 31: Cluster #30
Close reading → Video sentiment →
Identity Attack0.025404079
Insult0.013250912
Profanity0.017845914
Threat0.008103873
Severe Toxicity0.0022697449
Low Tox 0.040183347 Moderate Con 0.338
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Who is colonisers?
Who is colonisers?
Inside Canada's Indian Invasion... · 102: Cluster #101
Close reading → Discourse → Video sentiment →
Identity Attack0.012943448
Insult0.014580919
Profanity0.016479544
Threat0.007029374
Severe Toxicity0.0015926361
Low Tox 0.040183347 Low Con 0.261 Question
Feb 7, 2026 Inside Canada's Indian Invasion...
NOT HIGH ENOUGH!
NOT HIGH ENOUGH!
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.003089321
Insult0.01625293
Profanity0.015523086
Threat0.0076637166
Severe Toxicity0.0019454956
Low Tox 0.040183347 Low Con 0.184 Policy_Critique
Dec 24, 2025 290 likes Deportations From Canada at Their …
Under a conservative government Michelle would fix it Vote smarter next time.
Under a conservative government Michelle would fix it Vote smarter next time.
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0039587705
Insult0.020579277
Profanity0.011441057
Threat0.0069387536
Severe Toxicity0.0009536743
Low Tox 0.040183347 Moderate Con 0.317 Call_To_Action
Feb 24, 2026 26 likes 'We do know that there's …
we issued 1 million temp visa to ukranians starting right around when things fell apart ...
we issued 1 million temp visa to ukranians starting right around when things fell apart ...
How Canada broke its immigration system · 135: Cluster #134
Close reading → Discourse → Video sentiment →
Identity Attack0.018168874
Insult0.0140109155
Profanity0.01265371
Threat0.008531082
Severe Toxicity0.0013065338
Low Tox 0.040183347 Moderate Con 0.421 Unverified_Claim
Jun 20, 2025 How Canada broke its immigration …
Canada government intentionally brought people that can not unite for some reason.
Canada government intentionally brought people that can not unite for some reason.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.013847848
Insult0.018065477
Profanity0.010826191
Threat0.0065827454
Severe Toxicity0.0010967255
Low Tox 0.040183347 Low Con 0.209
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I am 60 and needed to take a 2nd job
I am 60 and needed to take a 2nd job
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008620501
Insult0.011654901
Profanity0.021125201
Threat0.009281937
Severe Toxicity0.0020980835
Low Tox 0.040183347 Moderate Con 0.457 Personal_Narrative
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
looks like australia
looks like australia
Inside Canada's Indian Invasion... · 31: Cluster #30
Close reading → Discourse → Video sentiment →
Identity Attack0.025404079
Insult0.013250912
Profanity0.017845914
Threat0.008103873
Severe Toxicity0.0022697449
Low Tox 0.040183347 Moderate Con 0.334 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Could you send this video into pdf
Could you send this video into pdf
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 330: Cluster #329
Close reading → Discourse → Video sentiment →
Identity Attack0.007214582
Insult0.011084898
Profanity0.026590679
Threat0.012906751
Severe Toxicity0.0035858154
Low Tox 0.040183347 Moderate Con 0.335 Meta_Commentary
Jan 29, 2026 1 likes Canadian Citizenship Test 2025 – …
My goodness, pray for those who changed that Church.
My goodness, pray for those who changed that Church.
Inside Canada's Indian Metropolis (Brampton) · 156: Cluster #155
Close reading → Video sentiment →
Identity Attack0.023796257
Insult0.012414906
Profanity0.012004685
Threat0.0071070488
Severe Toxicity0.0015449524
Low Tox 0.040183347 Moderate Con 0.403
Nov 16, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
No shi
No shi
IRCC Names India in Study Permit Fraud | … · 28: Cluster #27
Close reading → Video sentiment →
Identity Attack0.00673361
Insult0.015644927
Profanity0.044417568
Threat0.0074824756
Severe Toxicity0.0027656555
Low Tox 0.040183347 Moderate Con 0.345
Sep 30, 2025 IRCC Names India in Study …
I love a good curry.
I love a good curry.
Inside Canada's Indian Metropolis (Brampton) · 190: Cluster #189
Close reading → Discourse → Video sentiment →
Identity Attack0.005512681
Insult0.012984909
Profanity0.023652986
Threat0.008453408
Severe Toxicity0.0026130676
Low Tox 0.040183347 Moderate Con 0.458 Meta_Commentary
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
No borders no country
No borders no country
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.01555616
Insult0.012528907
Profanity0.013951761
Threat0.0069905366
Severe Toxicity0.0018024445
Low Tox 0.040183347 Low Con 0.254 Identity_Assertion
Dec 27, 2025 Deportations From Canada at Their …
Love the guy with the Helmet!!! He should be PM!!!
Love the guy with the Helmet!!! He should be PM!!!
Inside Canada's Indian Invasion... · 148: Cluster #147
Close reading → Discourse → Video sentiment →
Identity Attack0.005438685
Insult0.018323302
Profanity0.014703264
Threat0.008556974
Severe Toxicity0.0018978119
Low Tox 0.040183347 Moderate Con 0.347 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
They don't pay any taxes😂😂😂
They don't pay any taxes😂😂😂
Inside Canada's Indian Metropolis (Brampton) · 38: Cluster #37
Close reading → Video sentiment →
Identity Attack0.0043657473
Insult0.017356457
Profanity0.014464149
Threat0.0063432488
Severe Toxicity0.001373291
Low Tox 0.040183347 Low Con 0.214
Sep 20, 2025 47 likes Inside Canada's Indian Metropolis (Brampton)
Buy that man with a bicycle a beer. Legend
Buy that man with a bicycle a beer. Legend
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0029968263
Insult0.017614283
Profanity0.013302735
Threat0.009023022
Severe Toxicity0.001745224
Low Tox 0.040183347 Low Con 0.267 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
If it's that easy to infiltrate, record on camera, and do; there's no excuse why our Government with near infinite resources couldn't. The purpose of a system is what it does. They allow this on …
If it's that easy to infiltrate, record on camera, and do; there's no excuse why our Government with near infinite resources couldn't. The purpose of a system is what it does. They allow this on purpose
Inside Canada's Indian Invasion... · 49: Cluster #48
Close reading → Discourse → Video sentiment →
Identity Attack0.0035887922
Insult0.017420914
Profanity0.014122557
Threat0.008323951
Severe Toxicity0.0012588501
Low Tox 0.040183347 Low Con 0.238 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Snake's new movie 🍿 Escape from Brampton
Snake's new movie 🍿 Escape from Brampton
Inside Canada's Indian Invasion... · 224: Cluster #223
Close reading → Discourse → Video sentiment →
Identity Attack0.005105704
Insult0.014732921
Profanity0.021125201
Threat0.009747985
Severe Toxicity0.0020122528
Low Tox 0.040183347 Low Con 0.243 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Very depressing to watch in real time.
Very depressing to watch in real time.
Inside Canada's Indian Metropolis (Brampton) · 168: Cluster #167
Close reading → Discourse → Video sentiment →
Identity Attack0.00258985
Insult0.017012933
Profanity0.013371054
Threat0.0067251488
Severe Toxicity0.0011205673
Low Tox 0.040183347 Moderate Con 0.344 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s not the amount it’s the fact they get served first due to their refugee status .
It’s not the amount it’s the fact they get served first due to their refugee status .
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.022188433
Insult0.013630914
Profanity0.012107162
Threat0.00675104
Severe Toxicity0.0011920929
Low Tox 0.040183347 Low Con 0.285
Jun 25, 2019 6 likes How much do refugees and …
Native Canadian ???
Native Canadian ???
Inside Canada's Indian Invasion... · 290: Cluster #289
Close reading → Discourse → Video sentiment →
Identity Attack0.028628819
Insult0.01306091
Profanity0.010672474
Threat0.0061425893
Severe Toxicity0.0013923645
Low Tox 0.040183347 Moderate Con 0.394 Question
Feb 15, 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.