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Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# 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

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Active: "This is the same guy …" 1,684 comments · Page 28 of 68
If that white guy is very intelligent so why is he a construction worker huh
If that white guy is very intelligent so why is he a construction worker huh
Identity Attack0.39461556
Insult0.23704576
Profanity0.104876526
Threat0.010291707
Severe Toxicity0.01935331
Moderate 0.37751234 Low Con 0.224 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike guy is right. Everyone is so scared to be racist towards africans and muslims who are the real troublemakers in society and take out all the racism to indians who are just innocent and …
Bike guy is right. Everyone is so scared to be racist towards africans and muslims who are the real troublemakers in society and take out all the racism to indians who are just innocent and hardworking
Identity Attack0.45610145
Insult0.24928534
Profanity0.10425757
Threat0.016810767
Severe Toxicity0.019998873
Moderate 0.37751234 Moderate Con 0.493 Unverified_Claim
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
You guys love interviewing racists. You claim to not be biased.
You guys love interviewing racists. You claim to not be biased.
Identity Attack0.24074486
Insult0.34135336
Profanity0.047173142
Threat0.008686432
Severe Toxicity0.010986328
Moderate 0.37751234 Low Con 0.2 Meta_Commentary
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I am sorry for that poor white guy, how is he going to live after this.... he should have been blurred out, because this is putting a huge target on him
I am sorry for that poor white guy, how is he going to live after this.... he should have been blurred out, because this is putting a huge target on him
Identity Attack0.39677486
Insult0.16266862
Profanity0.12220735
Threat0.13815513
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.513 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Let them look elsewhere. I'm ok with that. Cancel those programs. So we let a student come here to get education and than end up with their whole family? So for person we need we …
Let them look elsewhere. I'm ok with that. Cancel those programs. So we let a student come here to get education and than end up with their whole family? So for person we need we get 10 we don't? This guy is delusional.
Identity Attack0.008879486
Insult0.4125297
Profanity0.03615085
Threat0.007754337
Severe Toxicity0.0043678284
Moderate 0.37694603 Moderate Con 0.488 Policy_Critique
Jan 20, 2026 4 likes Why Canada’s immigration system has …
can we get rid of this guy the quality of the videos has gone down so much i used to like this guy
can we get rid of this guy the quality of the videos has gone down so much i used to like this guy
Identity Attack0.030949092
Insult0.08831572
Profanity0.11477985
Threat0.34804323
Severe Toxicity0.02077355
Moderate 0.37694603 Low Con 0.276 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Interracial/integration/Multiculturalism/Kosher White Genocide is Always a bad thing and it’s Not just the Indians there are Many Malaysians, Chinese, Blacks and others as well. That One White Guy with the Bike is very based and …
Interracial/integration/Multiculturalism/Kosher White Genocide is Always a bad thing and it’s Not just the Indians there are Many Malaysians, Chinese, Blacks and others as well. That One White Guy with the Bike is very based and that Council Woman is pretty based too.
Identity Attack0.44690517
Insult0.16861114
Profanity0.12374964
Threat0.050098058
Severe Toxicity0.023076924
Moderate 0.37694603 Constructive 0.557 Identity_Assertion
Mar 1, 2026 Inside Canada's Indian Invasion...
I think those guys were scamming you. They were being way too sketch and wanted you to hang out in the apartment until they robbed you of the 6k. Once they knew you were white …
I think those guys were scamming you. They were being way too sketch and wanted you to hang out in the apartment until they robbed you of the 6k. Once they knew you were white it was obvious. You should have had an Indian dude do it, and should have followed through.
Identity Attack0.39773783
Insult0.24561718
Profanity0.22602804
Threat0.06755528
Severe Toxicity0.01986976
Moderate 0.37694603 Constructive 0.514 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I am an Indian and i am telling you each one of them is telling you what you need to hear ( their original expression of identity comes out when they are around their own …
I am an Indian and i am telling you each one of them is telling you what you need to hear ( their original expression of identity comes out when they are around their own kind like in India the same hindu sabha will INDIRECTLY throw you out for being a lower caste or a christian or if muslim than you are done even direclty ) everyone of them is lying like every single one of them except the POLISH guy
Identity Attack0.38246045
Insult0.24835461
Profanity0.17752954
Threat0.032695748
Severe Toxicity0.023076924
Moderate 0.37694603 Moderate Con 0.435 Unverified_Claim
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
The immigrant voices (those who were vetted appropriately and who came to become Canadian citizens, with respect for the culture of Canada) are powerful and impactful and bear so much weight. Thank you for speaking …
The immigrant voices (those who were vetted appropriately and who came to become Canadian citizens, with respect for the culture of Canada) are powerful and impactful and bear so much weight. Thank you for speaking out, brothers and sisters. You are correct, I am not upset with immigrants per se, but am frustrated with how leaky and inept the government has been with their slack policies. I have been in public parks and watched as non-English speaking immigrants leave their trash littering a park! Where they do not respect personal space. I want to live with people who are interested in being Canadian and respect the cultural values and norms of Canadian citizens, NOT those who plan to come in and take over. Come on, guy who said Muslims are going to take over Canada. How well received do you thing that will be?! I have Muslim and Indian friends and they are not like this idiot.
Identity Attack0.2808415
Insult0.40243408
Profanity0.07482228
Threat0.0077154995
Severe Toxicity0.011444092
Moderate 0.37694603 Constructive 0.852 Policy_Critique
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
bruh im living in brampton rn as a white guy and i must say it is so bad. only benefit is driving a subaru in snow and smokin them all in the streets.
bruh im living in brampton rn as a white guy and i must say it is so bad. only benefit is driving a subaru in snow and smokin them all in the streets.
Identity Attack0.3817989
Insult0.16824563
Profanity0.20700185
Threat0.13633445
Severe Toxicity0.023076924
Moderate 0.37576625 Moderate Con 0.42
Jan 27, 2026 Inside Canada's Indian Invasion...
so you guys have problem with everyone other than christians, google how many churches are being funded and numbers of them in India. And a single hanuman or sikh temple bothers you
so you guys have problem with everyone other than christians, google how many churches are being funded and numbers of them in India. And a single hanuman or sikh temple bothers you
Identity Attack0.41975367
Insult0.20434737
Profanity0.10549548
Threat0.013321015
Severe Toxicity0.017610285
Moderate 0.37576625 Low Con 0.259 Moral_Argument
Feb 13, 2026 Inside Canada's Indian Invasion...
8:37 did he just say Kerala?? Does he thinks Sikhs come from Kerala?? This guy is so blinded for views that he completely ignores how wrong he is on so many levels.
8:37 did he just say Kerala?? Does he thinks Sikhs come from Kerala?? This guy is so blinded for views that he completely ignores how wrong he is on so many levels.
Identity Attack0.13591312
Insult0.29855028
Profanity0.10116278
Threat0.012078222
Severe Toxicity0.013736901
Moderate 0.37576625 Moderate Con 0.379 Policy_Critique
Feb 26, 2026 1 likes Inside Canada's Indian Invasion...
I love how you would keep cutting back to the guy on the bike and he would contradict everything the indians were saying 😂😂😂
I love how you would keep cutting back to the guy on the bike and he would contradict everything the indians were saying 😂😂😂
Identity Attack0.37012735
Insult0.11978693
Profanity0.12815644
Threat0.2566701
Severe Toxicity0.023076924
Moderate 0.37576625 Moderate Con 0.314 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
What is your iq level the guy with a bike? If your iq was good you wouldnt have said that.
What is your iq level the guy with a bike? If your iq was good you wouldnt have said that.
Identity Attack0.008361516
Insult0.36939126
Profanity0.04065997
Threat0.0076637166
Severe Toxicity0.0075912476
Moderate 0.37458646 Low Con 0.172 Identity_Assertion
Feb 7, 2026 8 likes Inside Canada's Indian Invasion...
Guy on the orange bike was pretty prejudiced. Talking down on Muslims and Africans that proudly just highlighted that he wasn’t raised well.
Guy on the orange bike was pretty prejudiced. Talking down on Muslims and Africans that proudly just highlighted that he wasn’t raised well.
Identity Attack0.42615733
Insult0.2679134
Profanity0.070942834
Threat0.011327368
Severe Toxicity0.015996376
Moderate 0.37458646 Moderate Con 0.362 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
I honestly don’t know what the bike guy has against all Africans 😂he left how the Indians have taken over his county and focused on Africans 😂 I respect the hate😂 As a Nigerian African, …
I honestly don’t know what the bike guy has against all Africans 😂he left how the Indians have taken over his county and focused on Africans 😂 I respect the hate😂 As a Nigerian African, I also hate when people don’t assimilate into the country they are opportune to be part.
Identity Attack0.38445538
Insult0.16480011
Profanity0.14049543
Threat0.016120117
Severe Toxicity0.021806452
Moderate 0.37458646 Constructive 0.63 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The white guy in hi-vis seems very uncultured. Africans are brilliant people who are subjugated through religion. If religion didnt have them in a chokehold Africa would be richer then Europe. The many that enter …
The white guy in hi-vis seems very uncultured. Africans are brilliant people who are subjugated through religion. If religion didnt have them in a chokehold Africa would be richer then Europe. The many that enter the country need to have higher IQs then him.
Identity Attack0.38699543
Insult0.26957804
Profanity0.09899642
Threat0.012026439
Severe Toxicity0.016964722
Moderate 0.37458646 Moderate Con 0.436 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The bike guy has any nazy ancestors by any chance
The bike guy has any nazy ancestors by any chance
Identity Attack0.22783615
Insult0.33998606
Profanity0.18294942
Threat0.012958534
Severe Toxicity0.019611536
Moderate 0.37340668 Low Con 0.222 Question
Mar 1, 2026 2 likes Inside Canada's Indian Invasion...
I’m a white guy… carney’s a white guy… I’d support stripping him of his citizenship of convenience and deporting him back to europe… his actual home. Am I racist?
I’m a white guy… carney’s a white guy… I’d support stripping him of his citizenship of convenience and deporting him back to europe… his actual home. Am I racist?
Identity Attack0.39461556
Insult0.16809943
Profanity0.07934829
Threat0.058503386
Severe Toxicity0.01896597
Moderate 0.37340668 Moderate Con 0.397 Question
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Don't call them "Pakis", call them Indians. Pakistanis don't flock into places this way, These guys simply don't want to live in India.
Don't call them "Pakis", call them Indians. Pakistanis don't flock into places this way, These guys simply don't want to live in India.
Identity Attack0.46028158
Insult0.16890354
Profanity0.10920923
Threat0.016810767
Severe Toxicity0.01896597
Moderate 0.37340668 Moderate Con 0.339 Identity_Assertion
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You will not see this guy making a video over Ukrainians taking over Canada because they are Caucasian
You will not see this guy making a video over Ukrainians taking over Canada because they are Caucasian
Identity Attack0.44690517
Insult0.123407245
Profanity0.069969244
Threat0.017674083
Severe Toxicity0.016771052
Moderate 0.3722269 Low Con 0.137 Identity_Assertion
Feb 22, 2026 Inside Canada's Indian Invasion...
almost 1 million jeet iumagine the smelll i bet the river are flooded with trash but eh thats just cultural enrichement guys
almost 1 million jeet iumagine the smelll i bet the river are flooded with trash but eh thats just cultural enrichement guys
Identity Attack0.13163337
Insult0.3126888
Profanity0.17008601
Threat0.010265815
Severe Toxicity0.016060932
Moderate 0.37073207 Low Con 0.296 Humor_Satire
Sep 19, 2025 14 likes Inside Canada's Indian Metropolis (Brampton)
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Oof, that white guy on the bike did not hold back ☠
Oof, that white guy on the bike did not hold back ☠
Identity Attack0.38215697
Insult0.15485314
Profanity0.11601777
Threat0.023199292
Severe Toxicity0.01896597
Moderate 0.36867723 Low Con 0.249 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.