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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
Active: Tox: 0.5 – 1 4,704 comments · Page 153 of 189
Last warning to the Anglo-Saxons: your days are counted. The Anglosphere and the Commonwealth as you knew it is totally doomed. Start learning other languages and emigrate to nations where your daughters won't be targeted …
Last warning to the Anglo-Saxons: your days are counted. The Anglosphere and the Commonwealth as you knew it is totally doomed. Start learning other languages and emigrate to nations where your daughters won't be targeted by the "cow-dung-bobs-and-vagene" folks. They're nasty, but they're too lazy to learn Spanish, Portuguese, Korean, etc.
Inside Canada's Indian Metropolis (Brampton) · 371: Cluster #370
Close reading → Video sentiment →
Identity Attack0.48915586
Insult0.5130944
Profanity0.39409557
Threat0.043309137
Severe Toxicity0.16960317
Moderate 0.5532103 Low Con 0.254 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
As a indian🇮🇳 ....if u feel disgusted mainly canadians why u r voting ndp....and after electing your own party ...tell them to kick...btw i dont think they are illegal immigrants...they went there legally..and they behave …
As a indian🇮🇳 ....if u feel disgusted mainly canadians why u r voting ndp....and after electing your own party ...tell them to kick...btw i dont think they are illegal immigrants...they went there legally..and they behave nothing like immigrants of Europe ....yes indians are dirty...but i think that tax paying blame is actually false..indian do pay taxes...
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.5707127
Insult0.5130944
Profanity0.22429734
Threat0.34804323
Severe Toxicity0.14126498
Moderate 0.5532103 Constructive 0.668 Identity Attack Insult Personal_Narrative
Dec 2, 2025 Inside Canada's Indian Metropolis (Brampton)
INDIANS😮 BUILD YOUR HOMES WHERE YOU LIVE. 😮STOP BEING RACIST 😮
INDIANS😮 BUILD YOUR HOMES WHERE YOU LIVE. 😮STOP BEING RACIST 😮
Why Canadians Are Turning Against Immigrants. · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.40243408
Profanity0.18171974
Threat0.035458352
Severe Toxicity0.16960317
Moderate 0.5532103 Low Con 0.232 Identity Attack Moral_Argument
Sep 15, 2025 Why Canadians Are Turning Against …
Living in Venezuela and for us this is normal every one can have his place but no one does we live together only the rich do this crap in his fancy luxury clubs
Living in Venezuela and for us this is normal every one can have his place but no one does we live together only the rich do this crap in his fancy luxury clubs
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2964622
Insult0.45758462
Profanity0.48510036
Threat0.009411395
Severe Toxicity0.023692908
Moderate 0.5532103 Moderate Con 0.409 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian guy.......I don't feel any difference between India and Canada.....life is good for us in India....... why you came here, life is good in Canada.....WTF 😂😂😂😂😂
Indian guy.......I don't feel any difference between India and Canada.....life is good for us in India....... why you came here, life is good in Canada.....WTF 😂😂😂😂😂
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.40189892
Profanity0.46460027
Threat0.009981008
Severe Toxicity0.08332442
Moderate 0.5532103 Moderate Con 0.456
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
guess what I am racist now white fn power
guess what I am racist now white fn power
Why Canadians Are Turning Against Immigrants. · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.34548226
Profanity0.29168049
Threat0.065292306
Severe Toxicity0.1597006
Moderate 0.5532103 Moderate Con 0.306 Identity Attack
Aug 25, 2025 Why Canadians Are Turning Against …
Damn straight we're fed up! Immigration used to work. This today is NOT immigration. These people are being used by western governments as a catalyst to chaos. It's working and it really hasn't even begun …
Damn straight we're fed up! Immigration used to work. This today is NOT immigration. These people are being used by western governments as a catalyst to chaos. It's working and it really hasn't even begun yet.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.26325142
Insult0.36798462
Profanity0.542788
Threat0.012440704
Severe Toxicity0.03590374
Moderate 0.5532103 Constructive 0.527 Fear_Threat
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Indian say India is 4 largest economy sarrr but we do not live in India trashy 💩
Indian say India is 4 largest economy sarrr but we do not live in India trashy 💩
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.54471385
Profanity0.4001375
Threat0.13815513
Severe Toxicity0.3536391
Moderate 0.5532103 Low Con 0.144 Identity Attack Insult Identity_Assertion
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
Them dirty scammers are invading everywhere. The uk is a joke with how many they have let in
Them dirty scammers are invading everywhere. The uk is a joke with how many they have let in
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.32476485
Insult0.5723624
Profanity0.2659699
Threat0.01119791
Severe Toxicity0.023076924
Moderate 0.5532103 Low Con 0.218 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
As a canadien i am sad at the amount of homeless canadiens canada wants to be inclusive so fuck the born and made in canada lets give houses and 5k a month for them too …
As a canadien i am sad at the amount of homeless canadiens canada wants to be inclusive so fuck the born and made in canada lets give houses and 5k a month for them too move here ...
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3825363
Insult0.4196762
Profanity0.5188411
Threat0.019228047
Severe Toxicity0.12809667
Moderate 0.5532103 Moderate Con 0.455 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Holy fuck I love that guy on the bike, he speaks for real Canadians.
Holy fuck I love that guy on the bike, he speaks for real Canadians.
Inside Canada's Indian Invasion... · 68: Cluster #67
Close reading → Discourse → Video sentiment →
Identity Attack0.11744241
Insult0.25007802
Profanity0.70864636
Threat0.009023022
Severe Toxicity0.028730227
Moderate 0.5532103 Moderate Con 0.451 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
BUNCHA RACIST BROKE WHITE PEOPLE
BUNCHA RACIST BROKE WHITE PEOPLE
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5504064
Insult0.40243408
Profanity0.28593817
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.5532103 Low Con 0.18 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada needs MASS DEPORTATIONS IMMEDIATELY. Can’t stand the Indians!!
Canada needs MASS DEPORTATIONS IMMEDIATELY. Can’t stand the Indians!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6227552
Insult0.35161978
Profanity0.10240069
Threat0.13616586
Severe Toxicity0.06101104
Moderate 0.5532103 Low Con 0.214 Identity Attack Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
all of these subhumans will be either sent back or violently removed, the time is coming very soon.
all of these subhumans will be either sent back or violently removed, the time is coming very soon.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.46173862
Profanity0.24631839
Threat0.5507274
Severe Toxicity0.18232453
Moderate 0.5532103 Low Con 0.119 Threat Fear_Threat
Feb 9, 2026 2 likes Inside Canada's Indian Invasion...
لعنة الله على هندةس الهند
لعنة الله على هندةس الهند
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5051609
Insult0.36798462
Profanity0.47435758
Threat0.122295745
Severe Toxicity0.35368225
Moderate 0.5532103 Low Con 0.203 Identity Attack Identity_Assertion
Feb 10, 2026 Inside Canada's Indian Invasion...
Send all this indians back!!
Send all this indians back!!
2.9 million Canadian temporary visas expire in 2025-2026 · 22: Cluster #21
Close reading → Video sentiment →
Identity Attack0.6007182
Insult0.34782293
Profanity0.17752954
Threat0.21332647
Severe Toxicity0.16960317
Moderate 0.5532103 Low Con 0.2 Identity Attack
Jan 17, 2026 2.9 million Canadian temporary visas …
And tamils also😂 all the former tamil terrorists are currently in canada😂.canadians love terrorists
And tamils also😂 all the former tamil terrorists are currently in canada😂.canadians love terrorists
Inside Canada's Indian Invasion... · 27: Cluster #26
Close reading → Video sentiment →
Identity Attack0.58354634
Insult0.46173862
Profanity0.13785136
Threat0.046541955
Severe Toxicity0.109661035
Moderate 0.5532103 Low Con 0.167 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
A 3rd world Canada is so much better than that india cesspool so unfettered indians invasion omg
A 3rd world Canada is so much better than that india cesspool so unfettered indians invasion omg
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5913144
Insult0.4718924
Profanity0.21997347
Threat0.038220957
Severe Toxicity0.16960317
Moderate 0.5532103 Low Con 0.184 Identity Attack Identity_Assertion
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Wait. Canada doesn't have the right to keep immigrants out of their country. Just ask them. They think they have the right to enter the US and do whatever they want whenever they want so …
Wait. Canada doesn't have the right to keep immigrants out of their country. Just ask them. They think they have the right to enter the US and do whatever they want whenever they want so they couldn't be hypocrites now.
Canada's tighter immigration policy divides the country • … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.29035977
Insult0.6099415
Profanity0.06195303
Threat0.007870848
Severe Toxicity0.013285006
Moderate 0.5532103 Moderate Con 0.301 Insult Comparative_Framing
Feb 13, 2026 Canada's tighter immigration policy divides …
I hate being born as an Indian. I wish I was white.
I hate being born as an Indian. I wish I was white.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.26957804
Profanity0.27342406
Threat0.013372798
Severe Toxicity0.0475607
Moderate 0.5532103 Moderate Con 0.42 Identity Attack Identity_Assertion
Feb 5, 2026 4 likes Inside Canada's Indian Invasion...
Screw the baby, I'm never going to USA again.
Screw the baby, I'm never going to USA again.
· 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.004218041
Insult0.12076403
Profanity0.20797727
Threat0.008102497
Severe Toxicity0.00007874764
Moderate 0.5514397
Dec 7, 2025
good im sick of competing for work and housing with people that arent even citizens the government has to stop this bs its ruining my industry third world scumbags are working for less putting actual …
good im sick of competing for work and housing with people that arent even citizens the government has to stop this bs its ruining my industry third world scumbags are working for less putting actual canadian taxpayers outve work or just working for less also it has to stop
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0077369185
Insult0.43769154
Profanity0.030823901
Threat0.00029031857
Severe Toxicity0.000016657314
Moderate 0.5502734
Apr 19, 2025 2 likes
Damn, that bicyclist is so based!😂😂😂
Damn, that bicyclist is so based!😂😂😂
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.030433474
Insult0.26957804
Profanity0.5865656
Threat0.011638066
Severe Toxicity0.024631912
Moderate 0.54823303 Moderate Con 0.34 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Shameful Indians who are misusing the Canadian Visa system
Shameful Indians who are misusing the Canadian Visa system
IRCC Names India in Study Permit Fraud | … · 272: Cluster #271
Close reading → Video sentiment →
Identity Attack0.57150364
Insult0.47384647
Profanity0.16031636
Threat0.010887212
Severe Toxicity0.024960563
Moderate 0.54823303 Low Con 0.216 Identity Attack
Sep 28, 2025 IRCC Names India in Study …
Immigration is obviously a mess, but a big problem like in the U.S is that the immigrants are the only one who do the dirty work or hard jobs that require actual physical work. The …
Immigration is obviously a mess, but a big problem like in the U.S is that the immigrants are the only one who do the dirty work or hard jobs that require actual physical work. The white folk or the citizens born and raised do not want to touch these kind of jobs. But overall canada especially the toronto and surrounding areas has taken a turn for the worse in the past 10-15 years. Also that guy on the bike is one of the dumbest racists who is one of the lazy white folk that complain of other cultures but wont put any effort in improving their own pathetic lives.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5678696
Profanity0.20262444
Threat0.009981008
Severe Toxicity0.023270357
Moderate 0.54823303 Moderate Con 0.497 Identity Attack Insult Economic_Argument
Jan 28, 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.