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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: "How does that man know …" 46 comments · Page 2 of 2
@TylerOliveira I love you man, but this video is a fail. Do you want to know why? ...CAUSE YOU DIDN'T BRING GLOVES FOR YOUR HANDS VS THE TEMPERATURE IN CANADA!!! Jokes aside: great video!
@TylerOliveira I love you man, but this video is a fail. Do you want to know why? ...CAUSE YOU DIDN'T BRING GLOVES FOR YOUR HANDS VS THE TEMPERATURE IN CANADA!!! Jokes aside: great video!
Identity Attack0.021987455
Insult0.16337912
Profanity0.051932767
Threat0.009903334
Severe Toxicity0.01322045
Moderate 0.31547862 Moderate Con 0.485 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Oh man, as soon I saw the title and the thumbnail, I just knew the comments were going to be insane 😂 As much as Canada is lauded as a nice and welcoming country, it's …
Oh man, as soon I saw the title and the thumbnail, I just knew the comments were going to be insane 😂 As much as Canada is lauded as a nice and welcoming country, it's open season when it comes to Indians. I work in a typical corporate environment, where all conversations are filtered through a layer of professionalism, and just the other day my director made a joke about how he's glad we don't have Indians on our team. Everyone laughed and we moved on as if it was a completely normal thing to say about an ethnic group. You know it's bad when both the conservative boomers and the liberal millenials/gen Z all agree we have too many Indians.
Identity Attack0.34324843
Insult0.2435641
Profanity0.0961592
Threat0.010369381
Severe Toxicity0.013414118
Moderate 0.3127066 Constructive 0.709
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as well as image of all Indians. Also, If you want khalistan, why they are not protesting in where their land belongs(so called), why in Canada or Usa? There are 70% of the people are living in canada is punjabi. They have ruined the image of our whole country. We are peace loving people and follow rules but just because of these people, we fell into the same group. Fun fact: why brampton and surrey have bad reputation and increased crime rates because punjabi people live there. Thats heart wrenching. The other aspect is the Canadian government doing nothing to curb thia types of people instead of that these people do crime, get arrested, claim asylum, get free food for 1 year and become the resident of the Canada. I am really frustated and both the goverment and these khalistan entity. Go to hell man.
Identity Attack0.36702603
Insult0.20668297
Profanity0.07870171
Threat0.018364733
Severe Toxicity0.017158391
Moderate 0.3057765 Constructive 0.635 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
Not just brown town in Brampton it’s all over. Worst thing man is they are training ppl in Punjab at the local stores. Train ppl in English or French it’s Canada. I find it ignorant …
Not just brown town in Brampton it’s all over. Worst thing man is they are training ppl in Punjab at the local stores. Train ppl in English or French it’s Canada. I find it ignorant to train ppl in a language that Canadians don’t use. I go into Tim Hortons in a small town and they barely know English. Ask for cream get sugar everytime man. the culture sometimes is rude and short with ppl. Too many apartments and rentals are putting student immigrants first instead of Canada students. The driving is unreal saw immigrants driving in the middle of the road!! Like wtf. It’s out of control.
Identity Attack0.18705739
Insult0.27763805
Profanity0.04667213
Threat0.007883795
Severe Toxicity0.007019043
Moderate 0.30502358 Constructive 0.661 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
In fact, the old man does not know that the so-called upper class eats cow dung and drinks cow urine. The so-called lower class does not do that.
In fact, the old man does not know that the so-called upper class eats cow dung and drinks cow urine. The so-called lower class does not do that.
Identity Attack0.10221587
Insult0.19225755
Profanity0.13608865
Threat0.009696201
Severe Toxicity0.01159668
Moderate 0.30136615 Low Con 0.219 Unverified_Claim
Feb 25, 2026 Inside Canada's Indian Invasion...
Your know the white man is not native to the American continent right ?
Your know the white man is not native to the American continent right ?
Identity Attack0.36702603
Insult0.076502606
Profanity0.050930742
Threat0.008556974
Severe Toxicity0.010223389
Moderate 0.30136615 Low Con 0.23 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Well, you Quebec will regret soon, including your economy. These decisions don't work like that. There will be maybe short-term benefits that will turn out against your economy pretty soon. Instead of sit down and …
Well, you Quebec will regret soon, including your economy. These decisions don't work like that. There will be maybe short-term benefits that will turn out against your economy pretty soon. Instead of sit down and see the best way of reducing useless imigrations, you guys are just shutting down plans generically and that will affect economy drastically. Good people, great workers, families that pays their taxes fairly and controbute every day on setvices and as consumers... I don't know man. The government seems to have hurt his legs and is now trying to fix It removing the leg instead of treating It.
Identity Attack0.05976611
Insult0.26957804
Profanity0.036401358
Threat0.008582866
Severe Toxicity0.005645752
Low Tox 0.2854869 Constructive 0.614
Nov 21, 2025 2 likes Quebec Ends Economic Immigration Program …
Yo Tyler, I know you won’t read this and doubt you remember me. Went to the same high school in Modesto and you knew a few of my friends too. You’ve fallen so far since …
Yo Tyler, I know you won’t read this and doubt you remember me. Went to the same high school in Modesto and you knew a few of my friends too. You’ve fallen so far since those days. How far down you’ll climb for content is sad. Modesto don’t love you like that. Those around you gassing you up, telling you you’re special and you make a difference are lying to you. Find Christ, find a purpose, hit the gym, do something productive. But do something else mad, it’s just sad. You’ve aligned yourself with people who have devious, self serving intentions. Think harder man
Identity Attack0.017867407
Insult0.18107465
Profanity0.07740857
Threat0.010239923
Severe Toxicity0.0075149536
Low Tox 0.25462922 Constructive 0.55 Personal_Narrative
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
I am so happy people are starting to speak up. Sadly, I am changing. I am becoming angry. Angry at immigrants and the system. Am I becoming racist? Or just so lost at how things …
I am so happy people are starting to speak up. Sadly, I am changing. I am becoming angry. Angry at immigrants and the system. Am I becoming racist? Or just so lost at how things seem so wrong. My main upset is for my teen son. Turned 16 after Christmas. So excited about looking for a part-time job, earning some money, getting experiences and (unbeknownst to him ) expanding his social circle. This excitement came from me. LIke all us Canadians who remember our first part-time jobs (mine was at a McDonalds), I regaled my son in stories of that first part-time job. How much I learned from it, and the so many benefits it would have for me as I got older. He listened, and couldn't wait to turn 16. Also, like most parents, I raised him on the benefits of working hard in school, getting good grades, learning, getting involved, etc. Do these things son, and you will have a good future. He listened. Honours student all his life. Played on school teams. Performed in talent shows, Volunteered his time, etc., etc. Not a bad resume for a first time teen seeking a job. It is now heading into September. He has applied at all the traditional teen job hotspots, (all the fast food joints, grocery stores, drug stores, etc). Dozens of resumes, online and in-person applications. Not a single response. Then I walk into the local Burger King. Not a single Caucasian, Black, Hispanic, Indigenous, or Far Eastern employee. All East Indian (or Pakistani). Suddenly I am really noticing this trend everywhere, especially in the franchise fast food industry; especially upsetting when I even see it in a Harvey's (even more Canadian than Timmies). It's either East Indians or Arabs. I don't know for how long I have been hearing about diversity and fair hiring practices (which I have always supported); but to see this trend makes me furious. Are the owners of these franchise exempt from fair hiring practices? Are they not taught we are a diverse country? This is wrong. I want to finish with two sad situations which we should all be concerned about. When my eldest was looking for part-time work after the pandemic, he walked into a Mr. Submarine. He asked if he could leave his resume or fill out an application. The Arab cashier told him in broken English they were not hiring. As he was walking out, a young Arab man walked in. He approached the same cashier and asked for an application. She gave him one. WTF. My last comment, is the most concerning of all. My 16 year old, who works so hard at school, and at everything he does, recently commented, after yet another non-reply after handing out a slew of resumes, "Dad... what's the use of working so hard if I can't even get a job at McDonalds." I wonder how many other Canadian teens are feeling the same way. Not just white teens. Black, Hispanic, Indigenous and East Asian teens. Seems the broken English East Indian and Arab teens and young adults aren't asking themselves that. How long until my son thinks I am just spewing BS about this hard work thing? This is not about racism. This is about fair hiring practices, especially in more and more franchises; however, I do find myself listening to more and more of these videos, and find myself developing sucb negative feelings towards these two cultures. This is not Canadian. To be thinking this way, especially, is not Canadian. What do we do? Speak up, and we are racist. Stay quiet, and our teen kids move into adulthood without job experience, money put away, or just having a life experience that any of us over 30 (no matter our race) experienced. Something has to change; but I haven't a clue how to do that.
Identity Attack0.15303208
Insult0.07808672
Profanity0.027273865
Threat0.008531082
Severe Toxicity0.00541687
Low Tox 0.19789438 Constructive 0.837 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over …
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over other cities its when it became a little too much and started to take over canadian culture. I had a friend visit from the u.s for the very first time, and we did some sight seeing, you know going to places around ontario that tourists would check out, went to niagra falls for the first time in maybe 10 years man it changed. It was 90% Indian people. She noticed it right away but didnt say anything, i said a lot of indians huh? and she said yeah didnt think canada was like this. When you think Canada its always been mulicultural, you just think of all ethnicities and people of different cultures but at the end of the day everyone was Canadian and they assimilated. Now you dont think of a multicultural country you think of an indian country thats changing the canadian culture and way of life and not in a good way. Identity is being taken away and it needs to stop. Canada needs to take notes from Poland before its too late. Poland closed their doors and guess what? economy went up, crime rate went down, people are happier. Canada opened the doors, crime rate shot up, economy crashing, more homelessness then ever and so on. Not saying its specifically Indian people, its the amount coming in and how they adopt canadian culture but instead bring their culture and trye changing the country to fit them rather then fitting in with an already established country and culture.
Identity Attack0.06567776
Insult0.07935401
Profanity0.026590679
Threat0.007353018
Severe Toxicity0.004005432
Low Tox 0.15987846 Constructive 0.758
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I KNOW. Its hard. Our host, trying, trying, straining to comprehend the big picture. This was a decent logical interview. Kenney called out 'post nationalist' the death of history insane ideology. And the two of …
I KNOW. Its hard. Our host, trying, trying, straining to comprehend the big picture. This was a decent logical interview. Kenney called out 'post nationalist' the death of history insane ideology. And the two of you showed how it has been rejigged, a lot of the details. Good job. Honestly, excellent interview. I saved it to my PC. Here is the hard part. Excepting the US, the entire west, UK, Germany, France, Spain, Canada, Australia etc, is engaging the same precise nation wrecking migration policies. Ponder the concept - its a global plan. THAT is the hard part. Stretch your mind Lilley, you can do it. You would start to wonder whether its one arm of an overall decline of the west actual plan. Wreck energy, agriculture, public finances, flood the place with unvetted migrants to swamp the place, deride the history, promote shame, wreck the very concept of a family, de-industralize. Make us all poor, dependent, minorities in our own homeland. Keep gnawing away at free speech, arrest grandmas for posting why is the local hotel full of migrants who dont speak english? Just how it is man. I know, its hard to comprehend. Facts are facts however.
Identity Attack0.045901958
Insult0.06984934
Profanity0.02433617
Threat0.009074804
Severe Toxicity0.0031661987
Low Tox 0.15213956 Constructive 0.797 Unverified_Claim
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Thank you for this report on Brampton. For context, I am a 4th generation Canadian, my ancestors immigrated here a few years prior to confederation in 1867. I have worked in the tool and die …
Thank you for this report on Brampton. For context, I am a 4th generation Canadian, my ancestors immigrated here a few years prior to confederation in 1867. I have worked in the tool and die industry for decades and many of my associates work for or manage tool and die businesses in Brampton. Everyone in Brampton knows what is changing there. When I try to explain to my friends that what is happening in Brampton is not balanced, they do not understand, they think I am a racist. I told them that my Indian friends in Brampton feel the same way I do. They look at me like a deer in the headlights. Nothing has turned me against a politician so vehemently as Justin Trudeau's management of immigration. The man had no idea how to effectively manage immigration in a way which would integrate people into a culture and society such as Canada. That certainly is not creating a microcosm of one nation in a city.
Identity Attack0.07012023
Insult0.06512285
Profanity0.022013342
Threat0.0089712385
Severe Toxicity0.003566742
Low Tox 0.14429577 Constructive 0.874
Sep 26, 2025 59 likes Inside Canada's Indian Metropolis (Brampton)
That man speaks the truth! We all know who lmao 😅
That man speaks the truth! We all know who lmao 😅
Identity Attack0.00899048
Insult0.032468732
Profanity0.07934829
Threat0.009307829
Severe Toxicity0.0059509277
Low Tox 0.121732734 Moderate Con 0.369 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
People want reduced numbers but dealing with existing temporary workers needs a just solution . Canada lacks the space. Two thirds of the population live within 62 miles of the US border! You go little …
People want reduced numbers but dealing with existing temporary workers needs a just solution . Canada lacks the space. Two thirds of the population live within 62 miles of the US border! You go little north and life will be miserable and unbearable. —- PM Carney is a rational man. The numbers need to be managed. New entrants specially reduced, but I don’t know about those in the country already. It’s like they got hoodwinked.
Identity Attack0.013646871
Insult0.06739554
Profanity0.016616182
Threat0.007832011
Severe Toxicity0.0022125244
Low Tox 0.11479026 Constructive 0.784 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
I just watched Tucker’s interview with the man that made the documentary “Replacing Europe” and it was very eye opening! Even if you are not a fan, I encourage you to watch. This is happening …
I just watched Tucker’s interview with the man that made the documentary “Replacing Europe” and it was very eye opening! Even if you are not a fan, I encourage you to watch. This is happening all over!! Apparently, many places in Europe can’t even build a military because they don’t have anyone to actually fight for Europe due to them all being migrants. Lots of other interesting things I didn’t know. Honestly, it’s kind of heartbreaking to see such beautiful places changed so drastically and becoming so dangerous for everyone. Nothing against the good people, but unfortunately it is not the majority. So much corruption exposed and it goes all the way to the top in every government involved! 💔💔💔
Identity Attack0.057492398
Insult0.034562174
Profanity0.034146797
Threat0.009877442
Severe Toxicity0.004005432
Low Tox 0.11036996 Constructive 0.758
Jan 27, 2026 Inside Canada's Indian Invasion...
Good to know the “ True” face of Canadians….😢esp. the Man holding the bicycles. I shud repoert on wat he said… ???😢😢Canadian GOVT.
Good to know the “ True” face of Canadians….😢esp. the Man holding the bicycles. I shud repoert on wat he said… ???😢😢Canadian GOVT.
Identity Attack0.044612918
Insult0.031036375
Profanity0.010552917
Threat0.00780612
Severe Toxicity0.0025749207
Low Tox 0.10089093 Constructive 0.537 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Man i didn't know there are tuktuks autos in Canada 🥵
Man i didn't know there are tuktuks autos in Canada 🥵
Identity Attack0.024801146
Insult0.023479814
Profanity0.026180768
Threat0.0071717775
Severe Toxicity0.002822876
Low Tox 0.06817148 Moderate Con 0.403 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
3:08 this man knows it and it's so true
3:08 this man knows it and it's so true
Identity Attack0.009471451
Insult0.016100928
Profanity0.024472807
Threat0.009644418
Severe Toxicity0.0033187866
Low Tox 0.051563308 Moderate Con 0.399 Meta_Commentary
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Whilst I do like your content, overall, there's a certain, i don't know, to some of your more recent stuff. After the young man who said he'd rather live in Punjab for the rest of …
Whilst I do like your content, overall, there's a certain, i don't know, to some of your more recent stuff. After the young man who said he'd rather live in Punjab for the rest of his life said that, you go on to show us a video of a not so good looking area of Puniab, is it? What exactly is that about?
Identity Attack0.01565665
Insult0.019225692
Profanity0.017777596
Threat0.0076119336
Severe Toxicity0.0015544891
Low Tox 0.04785245 Constructive 0.598 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
How does the old man know that they don't pay their taxes? Did he check their annual tax filings?
How does the old man know that they don't pay their taxes? Did he check their annual tax filings?
Identity Attack0.0023216156
Insult0.012984909
Profanity0.010279642
Threat0.005945166
Severe Toxicity0.00066280365
Low Tox 0.021903414 Moderate Con 0.314
Jan 16, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
I didn’t even know this was a thing? Thanks for the investigation man!
I didn’t even know this was a thing? Thanks for the investigation man!
Identity Attack0.0017573982
Insult0.008652883
Profanity0.011577694
Threat0.0067251488
Severe Toxicity0.00066280365
Low Tox 0.013508516 Moderate Con 0.454 Solidarity
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.