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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 #}

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Active: "It seems to me that …" 312 comments · Page 9 of 13
It seems to me that fall of Canada is deliberate and being orchestrated by our own over-paid federal government politicians and bureaucrats. What's their agenda and is there a common denominator? Well, like Klaus za …
It seems to me that fall of Canada is deliberate and being orchestrated by our own over-paid federal government politicians and bureaucrats. What's their agenda and is there a common denominator? Well, like Klaus za penitrator sez, more zan hef za Liebral cabinet are hiss WEF yong globel leaders. You might want to know who they are before you cast a vote.
Identity Attack0.010951365
Insult0.06669625
Profanity0.02973333
Threat0.0072106146
Severe Toxicity0.0029182434
Low Tox 0.14256015 Moderate Con 0.347 Unverified_Claim
Feb 25, 2026 LILLEY UNLEASHED: The fall of …
These people seem to behave better than most new arrivals here in the USA.
These people seem to behave better than most new arrivals here in the USA.
Identity Attack0.10221587
Insult0.0350029
Profanity0.017436003
Threat0.006861079
Severe Toxicity0.003414154
Low Tox 0.14082454 Constructive 0.523
Oct 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
It’s funny how they gaslight you in the believing this that and the other thing I don’t seem to have any answers when I asked
It’s funny how they gaslight you in the believing this that and the other thing I don’t seem to have any answers when I asked
Identity Attack0.0103594
Insult0.030044744
Profanity0.03239325
Threat0.045572113
Severe Toxicity0.004348755
Low Tox 0.13908891 Moderate Con 0.309
Sep 29, 2025 IRCC Names India in Study …
This video seems like satire.😂
This video seems like satire.😂
Identity Attack0.012842959
Insult0.026702631
Profanity0.053435806
Threat0.009903334
Severe Toxicity0.004825592
Low Tox 0.13214645 Low Con 0.227 Meta_Commentary
Feb 27, 2026 Inside Canada's Indian Invasion...
Aiesha Zafar cant give the straight answers because she's not local seems she covered something
Aiesha Zafar cant give the straight answers because she's not local seems she covered something
Identity Attack0.019073274
Insult0.06582214
Profanity0.02249157
Threat0.007417747
Severe Toxicity0.002861023
Low Tox 0.1269396 Low Con 0.259
Oct 7, 2025 IRCC Names India in Study …
I don't think Indians are particularly averse to work. They do however seem to have a different quality standard than what we're used to here in the West. There is also a more "creative" approach …
I don't think Indians are particularly averse to work. They do however seem to have a different quality standard than what we're used to here in the West. There is also a more "creative" approach to societal rules that is not always compatible with Western values. I think Canadians are happy to welcome people from around the world. We just want them to adhere to the standards and traditions that made Canada they place they are trying hard to migrate TO. We have just had too many people in too short a time that it has destroyed the once solid Canadian culture.
Identity Attack0.109318495
Insult0.04442204
Profanity0.023174755
Threat0.006822242
Severe Toxicity0.0032997131
Low Tox 0.123468354 Constructive 0.804 Identity_Assertion
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
Oh man, why wasn't I in that video? The thing is, when you bring up people who faced discrimination and serious problems in their home countries—like not having access to a decent standard of living, …
Oh man, why wasn't I in that video? The thing is, when you bring up people who faced discrimination and serious problems in their home countries—like not having access to a decent standard of living, proper culture, or good education—it makes everything so much harder for them when they arrive in a new country too.I also want to talk about jobs in Canada, bruh. All the industries seem dominated by specific ethnic groups that have basically taken them over. For example, in construction, you mostly see Spanish or Portuguese crews who only speak their own language on the job. And Indians—they've pretty much taken over all the Walmarts and fast-food chains in Canada.They should've kept Canada truly multicultural instead of letting it turn into this. And don't even get me started on the nepotism in the job market lol. You cant even make a gues how hard was for me to find a roofing company that speaks english in their crews lol.
Identity Attack0.06294931
Insult0.045593183
Profanity0.035399333
Threat0.007754337
Severe Toxicity0.0038719177
Low Tox 0.121732734 Constructive 0.756
Jan 27, 2026 Inside Canada's Indian Invasion...
I went to Dairy Queen a year ago and was like, "woww i never been in here before" I went in and there were like 30 flies flying around the counter and the indian cashier …
I went to Dairy Queen a year ago and was like, "woww i never been in here before" I went in and there were like 30 flies flying around the counter and the indian cashier did not seem bothered 😭 I never went back there
Identity Attack0.10221587
Insult0.029163294
Profanity0.056441884
Threat0.009929225
Severe Toxicity0.004749298
Low Tox 0.12086493 Constructive 0.523
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Compared to the Somalians in Minnesota these people definitely look like they’re more assimilated. They aren’t calling Tyler names for tryna talk to them and they seem to be pretty honest people.
Compared to the Somalians in Minnesota these people definitely look like they’re more assimilated. They aren’t calling Tyler names for tryna talk to them and they seem to be pretty honest people.
Identity Attack0.11512129
Insult0.03566399
Profanity0.018665737
Threat0.007068211
Severe Toxicity0.0037765503
Low Tox 0.11479026 Constructive 0.561
Jan 27, 2026 Inside Canada's Indian Invasion...
Sikh and you shall find, I have no problem with Sikhs as long as they are honourable, Bromptom lucked out in the Immigrant lottery it seems.
Sikh and you shall find, I have no problem with Sikhs as long as they are honourable, Bromptom lucked out in the Immigrant lottery it seems.
Identity Attack0.10221587
Insult0.032138187
Profanity0.022423252
Threat0.009074804
Severe Toxicity0.00415802
Low Tox 0.11440011 Constructive 0.589 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
They have whole continents and ethnic nations for themselves. Now, we have little, mere, scant slivers of erable land while the rest of the world's nations still have plenty of land, except for those whom …
They have whole continents and ethnic nations for themselves. Now, we have little, mere, scant slivers of erable land while the rest of the world's nations still have plenty of land, except for those whom have already overpopulated themselves. While actual canadians have no opportunities and means to make products and services and compete in the marketplace for our people. Nobody seems to give a care about french and british isles canadians who built this country. Most of everyone else just moved in and out of those many just came for the government benefits and perks, and also the fact they could move their whole family and acquaintances. Let's be honest. A lot of people born here are descendants of scammers and grifters of the canadian system in some way. At this point, I think we should criticize all the various groups that have come here en masse. Most of the MPs have no spine. You can still have a liberal policy and still end immigration. It's the elephant in the room. End immigration and subsequent benefits and family unification policies.
Identity Attack0.06385879
Insult0.05964688
Profanity0.021125201
Threat0.0069516995
Severe Toxicity0.0033950806
Low Tox 0.11429678 Constructive 0.624
Jan 27, 2026 Inside Canada's Indian Invasion...
Seems like you were kinder in your approach to these people than you were in your last video.
Seems like you were kinder in your approach to these people than you were in your last video.
Identity Attack0.008361516
Insult0.03335018
Profanity0.032643758
Threat0.008375733
Severe Toxicity0.004005432
Low Tox 0.11388343 Moderate Con 0.386
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
These people seem to have no idea what they are doing. Seems like they just show up at the office and waste time. No proper planning, no proper reporting or follow up action planning. They …
These people seem to have no idea what they are doing. Seems like they just show up at the office and waste time. No proper planning, no proper reporting or follow up action planning. They just shuffle paper and ge tnothing accomplished.
Identity Attack0.002330865
Insult0.06774519
Profanity0.014088398
Threat0.006259101
Severe Toxicity0.0011348724
Low Tox 0.11388343 Moderate Con 0.363 Policy_Critique
Oct 2, 2025 IRCC Names India in Study …
Seems like Trumpism to me. These people are doctors and lawyers who came here, and no one is illegal on stolen land.
Seems like Trumpism to me. These people are doctors and lawyers who came here, and no one is illegal on stolen land.
Identity Attack0.033784978
Insult0.058475737
Profanity0.014156717
Threat0.006259101
Severe Toxicity0.0017929077
Low Tox 0.11336674 Moderate Con 0.417 Moral_Argument
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Compared to all the things you have exposed in the past couple of videos, the Indians seem like the nicest of the lot.
Compared to all the things you have exposed in the past couple of videos, the Indians seem like the nicest of the lot.
Identity Attack0.10221587
Insult0.029383656
Profanity0.043165036
Threat0.00933372
Severe Toxicity0.0049972534
Low Tox 0.113263406 Moderate Con 0.396 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in a medium size city in Canada I’m not gonna say the name of it, but it has in between 100,000 and 400,000 people but where I live it seems to be 30% …
I live in a medium size city in Canada I’m not gonna say the name of it, but it has in between 100,000 and 400,000 people but where I live it seems to be 30% Indian immigrants and I am not racist one bit but it it seems to be more immigrants, then are actual people that lived here before and it just seems to be like the city. I’m living is changing so fast. And it seems like it’s doubling every year I think it’s projected to be a million people by 2050 and less the 300 thousand people live here so
Identity Attack0.10221587
Insult0.034011267
Profanity0.033144772
Threat0.008039144
Severe Toxicity0.0044059753
Low Tox 0.11305673 Constructive 0.604 Personal_Narrative
Feb 7, 2026 Inside Canada's Indian Invasion...
As you can tell from my name I am an immigrant from India. Been in this part of the world for almost 40 years. Educated from kindergarten with English as medium of instruction, a post …
As you can tell from my name I am an immigrant from India. Been in this part of the world for almost 40 years. Educated from kindergarten with English as medium of instruction, a post graduate degree, in IT - one of the first things I did was watch, listen and learn how things are done here. Quickly acquired accent neutrality. Please and thank you . Not litter every where. I came here on my own. Nobody requested me to come here. I considered it a privilege and I took it as my obligation to integrate, not import my values or culture here. I worked, paid my taxes and never expected a handout from anybody or from the government. I loved to be the brown dot in a sea of white. I loved my new country. After the pandemic years, things have changed. There has been a sudden browning of Canada. I didn't leave India 40 odd years ago for India to come to me. NO, I am not being racist and it is not just the visual browning either. The loud, non English speaking, profusely littering, rude, entitlement-minded, anti-social, riffraff that seem to have found their way here displacing the native, white Canadians. I so miss the "eh". I miss the polite society. Wherever I go, I see a sea of immigrants speaking their own tongue. Rude, misbehaved. Cutting you off in line. Discarding the shopping cart any where they please. I am getting older every year and I do not want to die in a country that is suddenly so foreign to me. I would love my old Canada back, please. I want my "eh"s back please. I did my part in the last elections, but lost out to "them". Are we at a point, where we can never get the old Canada back??????
Identity Attack0.062039822
Insult0.034341812
Profanity0.052934792
Threat0.009877442
Severe Toxicity0.0045776367
Low Tox 0.11202335 Constructive 0.754
Aug 25, 2025 8 likes Why Canadians Are Turning Against …
Be patient. In 20 years, Canada will be New Delhi. 2.0 seems to be good. I love Indian culture.😢
Be patient. In 20 years, Canada will be New Delhi. 2.0 seems to be good. I love Indian culture.😢
Identity Attack0.08170113
Insult0.027218282
Profanity0.012858666
Threat0.009126588
Severe Toxicity0.003414154
Low Tox 0.11150667 Constructive 0.534 Identity_Assertion
Aug 25, 2025 Why Canadians Are Turning Against …
Bravo, openly Michelle 👏 The host seems to favor the liberals and dislikes conservatives
Bravo, openly Michelle 👏 The host seems to favor the liberals and dislikes conservatives
Identity Attack0.041003603
Insult0.03827355
Profanity0.013576009
Threat0.007145886
Severe Toxicity0.0016117096
Low Tox 0.11150667 Moderate Con 0.327 Meta_Commentary
Feb 24, 2026 6 likes 'We do know that there's …
Decades ago I remember the argument "you're not allowing the parents of immigrants to come to Canada" and the response of "that will destroy the CPP"' being discussed in the news and Parliament for quite …
Decades ago I remember the argument "you're not allowing the parents of immigrants to come to Canada" and the response of "that will destroy the CPP"' being discussed in the news and Parliament for quite some time. Seems we've gone from one small ditch on one side straight over the cliff's edge on the other now.
Identity Attack0.0775651
Insult0.027605021
Profanity0.012687869
Threat0.013372798
Severe Toxicity0.0029563904
Low Tox 0.11129999 Constructive 0.685 Policy_Critique
Feb 17, 2026 13 likes LILLEY UNLEASHED: The fall of …
It saddens me for what this country has become. When I first came here, I saw the potential of what I could do in this country but that is not the case anymore. I, amongst …
It saddens me for what this country has become. When I first came here, I saw the potential of what I could do in this country but that is not the case anymore. I, amongst many immigrants from India, try every bit possible to assimilate in the society and believe me we have, almost at par with Canadian values. However, post-covid, everyone seems to judge every east Indian on the same grounds as outlined by the speakers in this video. My opinion is, people who do not respect the laws and traditions of this country should go back to their countries (regardless of who they are) and do all your propaganda there especially all the international ones. Like I came here for a better future and I feel I am getting a worsened experience due to all this toxicity for colored people and their behaviour of course.
Identity Attack0.089973204
Insult0.033790905
Profanity0.019690514
Threat0.007094103
Severe Toxicity0.0028419495
Low Tox 0.11088664 Constructive 0.767
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Thats not necessarily a bad thing. Seems like cbsa is getting better at removing bad actors trying to game the system.
Thats not necessarily a bad thing. Seems like cbsa is getting better at removing bad actors trying to game the system.
Identity Attack0.011839314
Insult0.036545437
Profanity0.022559889
Threat0.01750142
Severe Toxicity0.0023460388
Low Tox 0.11057663 Low Con 0.296
Dec 28, 2025 Deportations From Canada at Their …
The bicycle guy seems genuine (im indian)
The bicycle guy seems genuine (im indian)
Identity Attack0.06158508
Insult0.028502205
Profanity0.032142747
Threat0.009100696
Severe Toxicity0.0037956238
Low Tox 0.10826672 Moderate Con 0.412 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Some of what the people are saying like "they don't pay taxes" (as a generality. Doesn't mean some don't, just like some lifelong Canadians may not) sounds absurd, but some other points like sticking together …
Some of what the people are saying like "they don't pay taxes" (as a generality. Doesn't mean some don't, just like some lifelong Canadians may not) sounds absurd, but some other points like sticking together in their own bubbles and employment circles certainly seems like a valid criticism and a problem.
Identity Attack0.0233943
Insult0.059061307
Profanity0.015693882
Threat0.0061878995
Severe Toxicity0.0015163422
Low Tox 0.10783285 Constructive 0.731
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
The problem seems started with the liberal’s opening our borders to immigrants bringing in 400+ a year. No housing or jobs for them, so the government (liberals) gave them a free ride on the backs …
The problem seems started with the liberal’s opening our borders to immigrants bringing in 400+ a year. No housing or jobs for them, so the government (liberals) gave them a free ride on the backs of Canadian taxpayers. Time to close the borders for at least 5yrs.
Identity Attack0.062039822
Insult0.027730936
Profanity0.011133623
Threat0.008272167
Severe Toxicity0.0025749207
Low Tox 0.104795754 Moderate Con 0.393 Policy_Critique
Sep 27, 2025 2 likes Why Canadians Are Turning Against …

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.