Skip to content
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 241 of 1230
We Filipino are worried about canada,first thing you to do is kick out all Indian that work in government,police,bank,politicians because they are protecting there own people,we know them for a long time,send 80% indian back …
We Filipino are worried about canada,first thing you to do is kick out all Indian that work in government,police,bank,politicians because they are protecting there own people,we know them for a long time,send 80% indian back to India including PR,revoke there PR and citizenship.they are trying to scam canada and fool canada
IRCC Names India in Study Permit Fraud | … · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.36709076
Profanity0.07999486
Threat0.2836219
Severe Toxicity0.023270357
Moderate 0.44573322 Moderate Con 0.438 Identity Attack
Dec 13, 2025 1 likes IRCC Names India in Study …
I LOVE the fact that the bike guy said Indians are at least better than Muslims and Africans 🤣🤣🤣. He is well informed on the different cultures. As a Canadian people here always complain about …
I LOVE the fact that the bike guy said Indians are at least better than Muslims and Africans 🤣🤣🤣. He is well informed on the different cultures. As a Canadian people here always complain about Indians rightfully so and I always say hey we have Muslim refugees sneaking in here under the radar cuz all eyes are on the Indians.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.28997475
Profanity0.0935729
Threat0.012337137
Severe Toxicity0.023076924
Moderate 0.44573322 Constructive 0.673 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
This guy should talk. We had to hold a whole Caribbean festival for his community all that dirty smell.btw, guess who’s responsible for all the gang violence, carjacking, and drug dealing affecting the city. Have …
This guy should talk. We had to hold a whole Caribbean festival for his community all that dirty smell.btw, guess who’s responsible for all the gang violence, carjacking, and drug dealing affecting the city. Have you seen certain areas of Toronto — like Jane and Finch or parts of Scarborough? It’s been a "disgusting abomination" for decades.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.13163337
Insult0.4962726
Profanity0.068967216
Threat0.012130005
Severe Toxicity0.014640691
Moderate 0.44573322 Constructive 0.563 Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Whaoh colonizers of North America talking about assimilation. Like yeah when white devils came to america they assimilated with the natives right
Whaoh colonizers of North America talking about assimilation. Like yeah when white devils came to america they assimilated with the natives right
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.50125694
Insult0.37392882
Profanity0.26624632
Threat0.021990653
Severe Toxicity0.02416241
Moderate 0.44573322 Low Con 0.275 Identity Attack
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
6 million more Canadians in 10 years has ruined our country
6 million more Canadians in 10 years has ruined our country
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.5039629
Insult0.3388922
Profanity0.049177196
Threat0.05753354
Severe Toxicity0.023076924
Moderate 0.44573322 Moderate Con 0.317 Identity Attack Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
so they actually think indians eat poo in india?
so they actually think indians eat poo in india?
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.4508763
Insult0.3388922
Profanity0.36230123
Threat0.010058682
Severe Toxicity0.023076924
Moderate 0.44573322 Low Con 0.173 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
it's easier for European immigrants to assimilate because their culture is similiar! if you want to see white folks not assimilating just go to Asia and you'll see white folks who have lived there for …
it's easier for European immigrants to assimilate because their culture is similiar! if you want to see white folks not assimilating just go to Asia and you'll see white folks who have lived there for 10-15 years and not even speak the local language! They change certain neighborhoods to "expat" neighborhoods with their bars and clubs and all that western garbage! This is not that different! If Indians immigrated to a south Asian country they would have no problem assimilating! These European immigrants of the olden days talk about their assimilation in to Canada as if they were assimilating into an entirely new culture. Please self reflect!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.40243408
Profanity0.2882351
Threat0.014048163
Severe Toxicity0.02425631
Moderate 0.44573322 Constructive 0.569 Identity Attack
Sep 19, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
Bangsa kuil haram Dalit ni dok mana² pun suka buat masalah..bangga sangat dengan budaya India depa..tapi kalau suruh balik dok India tak mau pulak....bangsa penyembah 🐄 akal takdak..
Bangsa kuil haram Dalit ni dok mana² pun suka buat masalah..bangga sangat dengan budaya India depa..tapi kalau suruh balik dok India tak mau pulak....bangsa penyembah 🐄 akal takdak..
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.47787863
Profanity0.2980872
Threat0.061736204
Severe Toxicity0.35368225
Moderate 0.44573322 Low Con 0.238 Identity_Assertion
Feb 28, 2026 Inside Canada's Indian Invasion...
Wait what about the native canadian people ? its okay for you to colonize and claim , but if someone else come and live peacefully , didnt your ancestors came to india for 300 years …
Wait what about the native canadian people ? its okay for you to colonize and claim , but if someone else come and live peacefully , didnt your ancestors came to india for 300 years and colonized and killd million ? oh the real problem is indians coming here
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.26957804
Profanity0.062454045
Threat0.13717735
Severe Toxicity0.023082556
Moderate 0.44573322 Moderate Con 0.408 Identity Attack Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Rac!st cl0wn on bike 🤡
Rac!st cl0wn on bike 🤡
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.13163337
Insult0.48627716
Profanity0.36230123
Threat0.01750142
Severe Toxicity0.024772761
Moderate 0.44573322 Low Con 0.224 Meta_Commentary
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Maybe actually react next time mf there’s people stuck living in the hell hole being portrayed
Maybe actually react next time mf there’s people stuck living in the hell hole being portrayed
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.03223813
Insult0.25007802
Profanity0.40185395
Threat0.020436687
Severe Toxicity0.023599008
Moderate 0.44573322 Low Con 0.18 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
Native Canadian here; Canada is ruined and unrecognizable from my childhood its awful.
Native Canadian here; Canada is ruined and unrecognizable from my childhood its awful.
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.4453683
Insult0.4534306
Profanity0.057443913
Threat0.009540852
Severe Toxicity0.01896597
Moderate 0.44573322 Moderate Con 0.462 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
You know there is a huge difference between the Indian shelter or their church and the shelter for homeless people. They seem to be good working families compared to the drug white addicts. You can …
You know there is a huge difference between the Indian shelter or their church and the shelter for homeless people. They seem to be good working families compared to the drug white addicts. You can blame immigrants all you want, but see your own people lost in drugs and not do anything
Inside Canada's Indian Metropolis (Brampton) · 135: Cluster #134
Close reading → Video sentiment →
Identity Attack0.5124616
Insult0.40243408
Profanity0.15985115
Threat0.012492486
Severe Toxicity0.023076924
Moderate 0.44573322 Constructive 0.574 Identity Attack
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Tyler come to Iceland, population 350 000. We are being overrun by Muslims, Vietnamize, and Africans.
Tyler come to Iceland, population 350 000. We are being overrun by Muslims, Vietnamize, and Africans.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.26957804
Profanity0.058445938
Threat0.013372798
Severe Toxicity0.023076924
Moderate 0.44573322 Low Con 0.299 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Parasites
Parasites
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.06249457
Insult0.5130944
Profanity0.28593817
Threat0.008129764
Severe Toxicity0.023076924
Moderate 0.44573322 Moderate Con 0.424 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
When white people complain about being invaded, while there are still mass graves of the natives they killed.
When white people complain about being invaded, while there are still mass graves of the natives they killed.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5124616
Insult0.24928534
Profanity0.174273
Threat0.34804323
Severe Toxicity0.023645958
Moderate 0.44573322 Low Con 0.207 Identity Attack Moral_Argument
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I'D PREFER INDIANS OVER ISLAM ANYDAY
I'D PREFER INDIANS OVER ISLAM ANYDAY
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.16839184
Profanity0.12286829
Threat0.025616571
Severe Toxicity0.02378681
Moderate 0.44573322 Moderate Con 0.347 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They are HUGE fraudsters here
They are HUGE fraudsters here
Inside Canada's Indian Invasion... · 106: Cluster #105
Close reading → Discourse → Video sentiment →
Identity Attack0.07094744
Insult0.48484445
Profanity0.20700185
Threat0.010084574
Severe Toxicity0.019482423
Moderate 0.44573322 Low Con 0.247 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
When your people were going around the world colonizing, raping, murdering, looting and forcing your religion and language on others you said it was for "civilization"... Now people are returning the favor....
When your people were going around the world colonizing, raping, murdering, looting and forcing your religion and language on others you said it was for "civilization"... Now people are returning the favor....
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.37152436
Insult0.3388922
Profanity0.17613389
Threat0.34804323
Severe Toxicity0.024678862
Moderate 0.44573322 Moderate Con 0.341 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
7:27 labour? They’re literally the laziest group of immigrants I’ve ever seen in Canada and it’s not even close.
7:27 labour? They’re literally the laziest group of immigrants I’ve ever seen in Canada and it’s not even close.
Inside Canada's Indian Metropolis (Brampton) · 71: Cluster #70
Close reading → Discourse → Video sentiment →
Identity Attack0.41975367
Insult0.4710501
Profanity0.06646215
Threat0.008531082
Severe Toxicity0.016254602
Moderate 0.44573322 Moderate Con 0.352 Unverified_Claim
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
And these immagrants take over gas stations , fast food restaurants, k-stores, and what pisses me off is they wont hire any other culture. Our government is destroying this country just with immagration alone. Stop …
And these immagrants take over gas stations , fast food restaurants, k-stores, and what pisses me off is they wont hire any other culture. Our government is destroying this country just with immagration alone. Stop immagration and start deporting.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.48915586
Insult0.36365277
Profanity0.21024476
Threat0.0287245
Severe Toxicity0.023076924
Moderate 0.44573322 Moderate Con 0.429
Aug 27, 2025 Why Canadians Are Turning Against …
indian smell in the air
indian smell in the air
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4931391
Insult0.34101152
Profanity0.19770569
Threat0.009981008
Severe Toxicity0.024960563
Moderate 0.44573322 Moderate Con 0.316 Identity_Assertion
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
She trying hard so hard to look tough but looking clowny with temper of 5 year old! 😂
She trying hard so hard to look tough but looking clowny with temper of 5 year old! 😂
IRCC Names India in Study Permit Fraud | … · 131: Cluster #130
Close reading → Video sentiment →
Identity Attack0.014249804
Insult0.489133
Profanity0.14930901
Threat0.008789998
Severe Toxicity0.013285006
Moderate 0.44573322 Low Con 0.26
Sep 30, 2025 IRCC Names India in Study …
"I'm as racist as the next guy" Based
"I'm as racist as the next guy" Based
Inside Canada's Indian Invasion... · 213: Cluster #212
Close reading → Discourse → Video sentiment →
Identity Attack0.39334553
Insult0.26957804
Profanity0.17473823
Threat0.033386398
Severe Toxicity0.023076924
Moderate 0.44573322 Moderate Con 0.313 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Why the h€ll Indians want to go to USA?! Canada is much better.
Why the h€ll Indians want to go to USA?! Canada is much better.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.5039629
Insult0.40243408
Profanity0.29053202
Threat0.01254427
Severe Toxicity0.045767322
Moderate 0.44573322 Low Con 0.173 Identity Attack Question
Jan 27, 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.