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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 219 of 1230
Man this channel gets more racism every video but I’m here for it
Man this channel gets more racism every video but I’m here for it
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.37292135
Insult0.23704576
Profanity0.18786818
Threat0.030278467
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.339 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
they just have low intelligence hahahhahha
they just have low intelligence hahahhahha
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.06658725
Insult0.47384647
Profanity0.1631077
Threat0.010447056
Severe Toxicity0.017158391
Moderate 0.47119883 Low Con 0.178 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
8:39 They all look similar. Is polish where everyone looks grumpy or blonde. 9:01 They walk around naked said by a naked man😂
8:39 They all look similar. Is polish where everyone looks grumpy or blonde. 9:01 They walk around naked said by a naked man😂
Inside Canada's Indian Metropolis (Brampton) · 210: Cluster #209
Close reading → Video sentiment →
Identity Attack0.25478655
Insult0.26957804
Profanity0.3051381
Threat0.049128212
Severe Toxicity0.02604016
Moderate 0.47119883 Moderate Con 0.303
Oct 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
i live in brampton and hate brampton
i live in brampton and hate brampton
Inside Canada's Indian Metropolis (Brampton) · 152: Cluster #151
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.24928534
Profanity0.2356715
Threat0.0287245
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.388 Personal_Narrative
Oct 21, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
If the whites are at food banks while the Indians have houses and jobs...perhaps have you considered that white people are just lazy and don't want to work? Imagine having white privilege in a settler …
If the whites are at food banks while the Indians have houses and jobs...perhaps have you considered that white people are just lazy and don't want to work? Imagine having white privilege in a settler colonial state and still complaining about immigrants while going to food banks.
Inside Canada's Indian Metropolis (Brampton) · 135: Cluster #134
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.41767508
Profanity0.14754629
Threat0.011042561
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.483 Identity Attack
Oct 17, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Get the poo eaters out
Get the poo eaters out
Inside Canada's Indian Invasion... · 63: Cluster #62
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.43450394
Profanity0.36225098
Threat0.048158366
Severe Toxicity0.02406851
Moderate 0.47119883 Low Con 0.203 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Indians are not the worst, I found them cool, here in France we have the worst, the m.....
Indians are not the worst, I found them cool, here in France we have the worst, the m.....
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Video sentiment →
Identity Attack0.4931391
Insult0.40243408
Profanity0.32479182
Threat0.014738814
Severe Toxicity0.028730227
Moderate 0.47119883 Moderate Con 0.469
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
6:00 DRIVING IS BAD EVERY WHERE COME TO ORLANDO THE i4 HIGHWAY IS KNOW FOR BAD DRIVERS ITS NOT ABOUT RACE. ITS SAD YOU MAKING THIS RACE RAGE BAIT YOU ARE PART OF THE PROBLEM …
6:00 DRIVING IS BAD EVERY WHERE COME TO ORLANDO THE i4 HIGHWAY IS KNOW FOR BAD DRIVERS ITS NOT ABOUT RACE. ITS SAD YOU MAKING THIS RACE RAGE BAIT YOU ARE PART OF THE PROBLEM SMH. YOU ARE THE REASON WHY THEIRS RACE TENSION.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.2764353
Insult0.36798462
Profanity0.13697
Threat0.020436687
Severe Toxicity0.023270357
Moderate 0.47119883 Moderate Con 0.304
Jan 27, 2026 Inside Canada's Indian Invasion...
That bike man, thats the man i fear the most.. he has no fear, Ready to die
That bike man, thats the man i fear the most.. he has no fear, Ready to die
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.03636306
Insult0.16883044
Profanity0.17241211
Threat0.5253276
Severe Toxicity0.04397394
Moderate 0.47119883 Low Con 0.278 Threat Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
They can't expect Canadians to have babies when the cost of living is so high . The cost of living is so high due to over taxation . And lack of housing . In my …
They can't expect Canadians to have babies when the cost of living is so high . The cost of living is so high due to over taxation . And lack of housing . In my city, the only houses being built are houses that are worth 375 000 and up . How is a young couple able to afford a home, pay all the bills, buy groceries, own and maintain a vehicle, still afford to have children ? They can't ! We are fcked !!!
Why Canadians Are Turning Against Immigrants. · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.10699738
Insult0.35849577
Profanity0.47435758
Threat0.008686432
Severe Toxicity0.023076924
Moderate 0.47119883 Constructive 0.528 Economic_Argument
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
Too many Indians too much dishonesty
Too many Indians too much dishonesty
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.40243408
Profanity0.15635987
Threat0.012699619
Severe Toxicity0.023645958
Moderate 0.47119883 Low Con 0.29 Identity Attack
Oct 1, 2025 2 likes IRCC Names India in Study …
ppl doing fraud in canada ?! Wtf where. I never see it. Lmao 😂😂😂😂😂😂😂😂
ppl doing fraud in canada ?! Wtf where. I never see it. Lmao 😂😂😂😂😂😂😂😂
IRCC Names India in Study Permit Fraud | … · 89: Cluster #88
Close reading → Video sentiment →
Identity Attack0.25140062
Insult0.3388922
Profanity0.42019588
Threat0.010343489
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.327
Oct 2, 2025 1 likes IRCC Names India in Study …
The same racism indians are doing to whyte Canadians is the same racism whyte Canadians did to black Canadians, what goes around comes around 😂
The same racism indians are doing to whyte Canadians is the same racism whyte Canadians did to black Canadians, what goes around comes around 😂
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.31740165
Profanity0.062454045
Threat0.009722093
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.36 Identity Attack
Jun 18, 2025 1 likes How Canada broke its immigration …
I would take the worst sikh over the best muslim.
I would take the worst sikh over the best muslim.
Inside Canada's Indian Invasion... · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.34135336
Profanity0.20262444
Threat0.06658544
Severe Toxicity0.028730227
Moderate 0.47119883 Moderate Con 0.339 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I'd rather deal with the Indian people serving me coffee at Tim Hortons than the Caucasian-Canadian junkies and crackheads standing outside the Tim Hortons begging me for change.
I'd rather deal with the Indian people serving me coffee at Tim Hortons than the Caucasian-Canadian junkies and crackheads standing outside the Tim Hortons begging me for change.
Inside Canada's Indian Invasion... · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.4931391
Insult0.48313886
Profanity0.16031636
Threat0.014566151
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.477 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
😂😂 lmao wow the guy on the bike 😩lol . If he knew how many black people invented so many things we use.
😂😂 lmao wow the guy on the bike 😩lol . If he knew how many black people invented so many things we use.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.29855028
Profanity0.25824076
Threat0.017328756
Severe Toxicity0.027833538
Moderate 0.47119883 Moderate Con 0.313 Identity Attack Humor_Satire
Feb 13, 2026 1 likes Inside Canada's Indian Invasion...
2.9 million people need to sent back their countries. Canada has become a third world toilet.
2.9 million people need to sent back their countries. Canada has become a third world toilet.
2.9 million Canadian temporary visas expire in 2025-2026 · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.48399165
Profanity0.07643871
Threat0.0076507707
Severe Toxicity0.021419114
Moderate 0.47119883 Low Con 0.191 Unverified_Claim
Jan 17, 2026 2.9 million Canadian temporary visas …
These khalistanis will destroy your country
These khalistanis will destroy your country
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5124616
Insult0.24928534
Profanity0.21348765
Threat0.34804323
Severe Toxicity0.03590374
Moderate 0.47119883 Low Con 0.209 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
5:42 , MUSLIMS, .. he said the truth muslims.. no way muslims invade that country..
5:42 , MUSLIMS, .. he said the truth muslims.. no way muslims invade that country..
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.1798321
Profanity0.12815644
Threat0.055917133
Severe Toxicity0.024350211
Moderate 0.47119883 Low Con 0.259 Identity Attack Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Im not … I love y’all … if the roofs on fire 🔥 lol … locust-y way of living … what do y’all think Itll look like in ten years…. Hahaha … 😂 go on …
Im not … I love y’all … if the roofs on fire 🔥 lol … locust-y way of living … what do y’all think Itll look like in ten years…. Hahaha … 😂 go on …. Canada’s all yours … (watches as the nation they’ve built becomes a rat infested despotic welfare state ) it’s all yours y’all … 😂not a problem … the sooner Canadians accept it the sooner it’ll become a third world country the sooner we can take it back and do what we do … 😂 rescue and restore turds off of the global crap heap and then we put nice bow on them
Why Canadians Are Turning Against Immigrants. · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.4794537
Profanity0.22889622
Threat0.1366716
Severe Toxicity0.08332442
Moderate 0.47119883 Low Con 0.252 Fear_Threat
Aug 30, 2025 Why Canadians Are Turning Against …
Yeah they choose to send back the ones who is honest never used the systems on government funds . Worked and own there own business for a better lives . And yet the send them …
Yeah they choose to send back the ones who is honest never used the systems on government funds . Worked and own there own business for a better lives . And yet the send them back . But keep the criminals. Is this fair ?? Lawyers only eat your damn money . This is who the stand back good people no criminal records . Lady come on you just heard yourself ? But the many people with no permanent did crimes and get to stay . Unfair .
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.026207991
Insult0.4196762
Profanity0.45190978
Threat0.011819307
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.398 Moral_Argument
Dec 24, 2025 Deportations From Canada at Their …
Im not indian but That was a very silly comment "this is the homeless non of which are indians". 1. They have strong family values 2. They dont take drugs 3. The odds of them …
Im not indian but That was a very silly comment "this is the homeless non of which are indians". 1. They have strong family values 2. They dont take drugs 3. The odds of them being homeless is slim to none. Instead of bagging them, learn from them and get the pipes out your mouths
Inside Canada's Indian Metropolis (Brampton) · 135: Cluster #134
Close reading → Video sentiment →
Identity Attack0.3043136
Insult0.48228607
Profanity0.30866358
Threat0.06432246
Severe Toxicity0.023176458
Moderate 0.47119883 Moderate Con 0.488
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I hate them. I said what I said.
I hate them. I said what I said.
Inside Canada's Indian Invasion... · 369: Cluster #368
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.26957804
Profanity0.2376073
Threat0.043955702
Severe Toxicity0.022710243
Moderate 0.47119883 Moderate Con 0.396 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
We aren't turning against immigrants...we are turning against a group of poorly behaved entitled ppl. Its bc every time we speak up. They call us racist and Islamophobic. I for one am done. Those words …
We aren't turning against immigrants...we are turning against a group of poorly behaved entitled ppl. Its bc every time we speak up. They call us racist and Islamophobic. I for one am done. Those words have been used so much that they no longer hold the power They used to. Let them call us what they want. It is time for us to take our country back and make it clear that this crappy behavior will NEVER BE OK. 🤬
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.39334553
Insult0.48627716
Profanity0.22105443
Threat0.013476364
Severe Toxicity0.023076924
Moderate 0.47119883 Constructive 0.517 Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Just read comments do you think Europeans can assimilate with brown people? Just look at their racism, hatred.
Just read comments do you think Europeans can assimilate with brown people? Just look at their racism, hatred.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.36798462
Profanity0.09324962
Threat0.009618527
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.217 Identity Attack
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
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.