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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 227 of 1230
I’m a Canadian ok and I’m in this neighborhood that is recorded. These people are not good they rent ur basement and abuse it Rats live in basements now And not only that they are …
I’m a Canadian ok and I’m in this neighborhood that is recorded. These people are not good they rent ur basement and abuse it Rats live in basements now And not only that they are racist they sell bad things they sell out everything like mangos just to resell it but there really bad and rude only some Indians are respectful majority of them NO They attempt to crash ur car just to make thousands of money.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.43896464
Insult0.48399165
Profanity0.17566866
Threat0.03787563
Severe Toxicity0.023364257
Moderate 0.45761138 Constructive 0.523 Personal_Narrative
Feb 9, 2026 Inside Canada's Indian Invasion...
I wouldn't be surprised to find a hum*n tra**ick*ng ring in Brampton
I wouldn't be surprised to find a hum*n tra**ick*ng ring in Brampton
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.06704199
Insult0.3388922
Profanity0.5013569
Threat0.02682521
Severe Toxicity0.027833538
Moderate 0.45761138 Low Con 0.262
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
India is the number one government run scammer in the world. say it like it is.
India is the number one government run scammer in the world. say it like it is.
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.47384647
Profanity0.174273
Threat0.013528148
Severe Toxicity0.023076924
Moderate 0.45761138 Low Con 0.076
Oct 3, 2025 1 likes IRCC Names India in Study …
PORTUGAL MENTIONED CARALHO!!!
PORTUGAL MENTIONED CARALHO!!!
Inside Canada's Indian Invasion... · 158: Cluster #157
Close reading → Discourse → Video sentiment →
Identity Attack0.08500996
Insult0.25205973
Profanity0.70864636
Threat0.0077802283
Severe Toxicity0.02425631
Moderate 0.45761138 Low Con 0.164 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
8:59 He complains about people walking naked in their houses but he's half naked on the streets 😀😀
8:59 He complains about people walking naked in their houses but he's half naked on the streets 😀😀
Inside Canada's Indian Metropolis (Brampton) · 78: Cluster #77
Close reading → Video sentiment →
Identity Attack0.057037655
Insult0.16853803
Profanity0.2659699
Threat0.038220957
Severe Toxicity0.023076924
Moderate 0.45761138 Moderate Con 0.35
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
$420 is slap in the face
$420 is slap in the face
Canada’s new rules in 2026 · 15: Cluster #14
Close reading → Video sentiment →
Identity Attack0.025806036
Insult0.09416737
Profanity0.22572558
Threat0.54744303
Severe Toxicity0.11492836
Moderate 0.45761138 Low Con 0.25 Threat
Jan 12, 2026 1 likes Canada’s new rules in 2026
These punjabi mfs do lots of drugs distribution in canada
These punjabi mfs do lots of drugs distribution in canada
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.4911651
Insult0.42881694
Profanity0.29209393
Threat0.03649433
Severe Toxicity0.032316983
Moderate 0.45757914 Low Con 0.175
Jan 27, 2026 Inside Canada's Indian Invasion...
When white people were brutally converting indians into christian and built huge numbers of churches in india then no one said a single word but when a single statue of Hindu god was built there …
When white people were brutally converting indians into christian and built huge numbers of churches in india then no one said a single word but when a single statue of Hindu god was built there then why is this outrage. Even hypocrisy has a limit.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.42881694
Profanity0.08904689
Threat0.019746035
Severe Toxicity0.020127986
Moderate 0.45757914 Moderate Con 0.349 Comparative_Framing
Feb 14, 2026 110 likes Inside Canada's Indian Invasion...
Why is racism normal when it comes to Indian people Indian people are not dirty people just because a very small amount o them eat a small amount of poo because of religious regions and …
Why is racism normal when it comes to Indian people Indian people are not dirty people just because a very small amount o them eat a small amount of poo because of religious regions and Canada won't become Indian just because there are Indiana people in Canada I bet native people dint want Canada to become like england oh that's racist but its not when it's said about Indian people right And they moved away from Indian because Indian at lest in the video I see you don't live you survive so why would they not move to a better country so they can live and there kids can live
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.42743355
Profanity0.2317999
Threat0.025443908
Severe Toxicity0.044870634
Moderate 0.45757914 Constructive 0.597 Moral_Argument
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
India, fraud, scams. Is anyone surprised? does this shock you at all?
India, fraud, scams. Is anyone surprised? does this shock you at all?
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Video sentiment →
Identity Attack0.4508763
Insult0.42881694
Profanity0.1589207
Threat0.011379151
Severe Toxicity0.023076924
Moderate 0.45757914 Low Con 0.199
Sep 29, 2025 IRCC Names India in Study …
😂😂😂 wtf did he say about Africans
😂😂😂 wtf did he say about Africans
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.37082586
Insult0.23704576
Profanity0.44431314
Threat0.011120236
Severe Toxicity0.024960563
Moderate 0.45757914 Low Con 0.274 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Give me a break, oh having new cultures is soooo hard and soooo bad. There's real issues happening in the world, grow tf up.
Give me a break, oh having new cultures is soooo hard and soooo bad. There's real issues happening in the world, grow tf up.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10293542
Insult0.37960073
Profanity0.43744424
Threat0.012596053
Severe Toxicity0.023458159
Moderate 0.45757914 Moderate Con 0.364
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Lmao putting up a picture of someone’s god to just share them . The real problem is Islam ☪️ where the guy was planning to blow up a Jewish synagogue. Try stopping em first
Lmao putting up a picture of someone’s god to just share them . The real problem is Islam ☪️ where the guy was planning to blow up a Jewish synagogue. Try stopping em first
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.49584505
Insult0.23704576
Profanity0.26098207
Threat0.34804323
Severe Toxicity0.048457388
Moderate 0.45757914 Low Con 0.264 Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
1:52 Our population is "going down the slum" because of people like him. They spread their disease throughout the world by multiplying like jack rabbits and all they do is take, take, take and give …
1:52 Our population is "going down the slum" because of people like him. They spread their disease throughout the world by multiplying like jack rabbits and all they do is take, take, take and give nothing back. Go back to your country please! We need ICE up here.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.42567953
Profanity0.12374964
Threat0.032695748
Severe Toxicity0.023552058
Moderate 0.45757914 Moderate Con 0.349 Fear_Threat
Aug 28, 2025 Why Canadians Are Turning Against …
You should ask the first nations people how they feel about all these white Europeans coming over and taking all their jobs.... Oh wait you killed them all.
You should ask the first nations people how they feel about all these white Europeans coming over and taking all their jobs.... Oh wait you killed them all.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.24928534
Profanity0.1696208
Threat0.4574634
Severe Toxicity0.024866661
Moderate 0.45757914 Low Con 0.283 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Not all Indian are the sane.
Not all Indian are the sane.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55011386
Insult0.36798462
Profanity0.15195307
Threat0.02371728
Severe Toxicity0.02444411
Moderate 0.45757914 Low Con 0.258 Identity Attack
Dec 9, 2025 Inside Canada's Indian Metropolis (Brampton)
I don't think Indians can live in freezing country.
I don't think Indians can live in freezing country.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.30326313
Profanity0.15938593
Threat0.025271246
Severe Toxicity0.0394905
Moderate 0.45757914 Moderate Con 0.39 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Assimilate or gtfo!
Assimilate or gtfo!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.038425524
Insult0.37619758
Profanity0.41081807
Threat0.04167421
Severe Toxicity0.024819711
Moderate 0.45757914 Low Con 0.131
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
Lol why not also make video on illegal people and drug trafficking from your ancestors country Brazil 😂. Also they start following international visitors from the airport and scam/loot them on the way!
Lol why not also make video on illegal people and drug trafficking from your ancestors country Brazil 😂. Also they start following international visitors from the airport and scam/loot them on the way!
Inside Canada's Indian Invasion... · 40: Cluster #39
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.35016364
Profanity0.15195307
Threat0.13464862
Severe Toxicity0.024350211
Moderate 0.45757914 Low Con 0.282 Unverified_Claim
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
THEY ADD NOTHING,NOTHING,NOTHING TO OUR ECONOMY , WAKE THE HELL. DO YOUR RESEARCH. F@#$%&ck!
THEY ADD NOTHING,NOTHING,NOTHING TO OUR ECONOMY , WAKE THE HELL. DO YOUR RESEARCH. F@#$%&ck!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.019274252
Insult0.3388922
Profanity0.4033339
Threat0.027861187
Severe Toxicity0.023645958
Moderate 0.45757914 Low Con 0.159
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Polish dude: "They walk naked and it's kind of embarrassing" Dude you are roaming naked in the middle of the street 😂
Polish dude: "They walk naked and it's kind of embarrassing" Dude you are roaming naked in the middle of the street 😂
Inside Canada's Indian Metropolis (Brampton) · 210: Cluster #209
Close reading → Video sentiment →
Identity Attack0.26494437
Insult0.27969417
Profanity0.29209393
Threat0.02855184
Severe Toxicity0.023599008
Moderate 0.45757914 Low Con 0.281
Sep 24, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Deport them all Deport them all
Deport them all Deport them all
Inside Canada's Indian Invasion... · 123: Cluster #122
Close reading → Discourse → Video sentiment →
Identity Attack0.38185352
Insult0.21602537
Profanity0.12286829
Threat0.3630133
Severe Toxicity0.03590374
Moderate 0.45757914 Low Con 0.182 Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
The poo eating got me. I'm dying over here 💀💀
The poo eating got me. I'm dying over here 💀💀
Inside Canada's Indian Invasion... · 63: Cluster #62
Close reading → Discourse → Video sentiment →
Identity Attack0.027815815
Insult0.16751462
Profanity0.39409557
Threat0.061412923
Severe Toxicity0.027833538
Moderate 0.45757914 Moderate Con 0.412 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
The governments of Canada made a catastrophic mistake that opened the door of immigration for Indians and they came like flies, ،،،،،I think Canada will become dependent on the Indians and the Canadians will be …
The governments of Canada made a catastrophic mistake that opened the door of immigration for Indians and they came like flies, ،،،،،I think Canada will become dependent on the Indians and the Canadians will be expelled because the population will become the Indians are in control and therefore Canada will not become for the Canadians,,,,, Canada will become a dirty people, they do not like cleanliness, they take a bath once a week, they worship cows and idols.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4907465
Insult0.46327567
Profanity0.06796519
Threat0.010964886
Severe Toxicity0.023076924
Moderate 0.45757914 Moderate Con 0.361 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Christians white people, a minority in Canada 😢😢😢😢😢😢
Christians white people, a minority in Canada 😢😢😢😢😢😢
Inside Canada's Indian Metropolis (Brampton) · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.24928534
Profanity0.07643871
Threat0.012751401
Severe Toxicity0.023223408
Moderate 0.45757914 Moderate Con 0.308 Identity Attack Identity_Assertion
Oct 14, 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.