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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: "You just knew it was …" 115 comments · Page 4 of 5
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation …
Investigate India and the embassy. If, in Hardeep Singh Nijjar’s case, the Canadian government is willing to withhold “sensitive” information from the trial, then it is not being transparent, and this will lead to misinformation and injustice. Sikhs know for a fact that the Indian government is fully involved, as the RCMP found in their investigation on transnational repression and extortion cases. But the biggest piece of evidence is just south of the border with Nikhil Gupta’s case. Mr. Gupta pleaded guilty to trying to hire a US undercover cop to assassinate Gurpatwant Singh Pannu, who is a human rights activist and lawyer who is spearheading the Khalistan movement. He showed the undercover cop photos of Hardeep Singh Nijjar’s body and said we just finished this job, and when you complete your job, we have a long list of others we need dead. Nikhil Gupta had placed a call with Indian RAW agents, who are named as C1 and C2, who said they will pay $100,000 for each hit. We have Sikh activists who have repeatedly told the media they have been hit on their heads, including Jagmeet Singh, the former leader of the NDP. If Canada refuses to take this seriously, the government officials are being traitors to their own country. Canada is now doing a disservice by withholding information from Canadians, and did so before, during the inquiry into the Air India incident, when the government asked the courts not to include it in their investigation of any Indian involvement. A Canadian- Norwegian spy who said India tried to hire him to place explosives in one of the planes. He warned our government, and they knew about this and still covered it up! Now, the government is doing the same to secure business deals with India. Like India has nothing to offer Canada except labour (with their billion population), and we Canadians cannot find jobs and don't need unskilled workers from India when we can educate our citizens and give them jobs here. There must be a full, transparent investigation into India and its embassy and agents.
Identity Attack0.06795148
Insult0.038566336
Profanity0.016616182
Threat0.010343489
Severe Toxicity0.0028038025
Low Tox 0.11067997 Constructive 0.743 Policy_Critique
Feb 21, 2026 Canadian immigration officers investigating hundreds …
The damage is done. Canada as we knew it is gone. 😢
The damage is done. Canada as we knew it is gone. 😢
Identity Attack0.04306607
Insult0.029934563
Profanity0.011902207
Threat0.011741633
Severe Toxicity0.0031089783
Low Tox 0.11036996 Moderate Con 0.375 Fear_Threat
Aug 30, 2025 3 likes Why Canadians Are Turning Against …
Brampledesh…I knew it! I was there a few years ago and I didn’t see any other race.. I stayed at a friend’s small cottage ground. Which they are or we’re trying to take over the …
Brampledesh…I knew it! I was there a few years ago and I didn’t see any other race.. I stayed at a friend’s small cottage ground. Which they are or we’re trying to take over the land. It was so bizarre all these new houses and people then a street away a small entrance surrounded by trees and cottages. It’s good old Canadians hanging on to the sliver of their community that’s left. But seriously it was really strange and bizarre like I said. 🇨🇦
Identity Attack0.06795148
Insult0.029714199
Profanity0.013576009
Threat0.013372798
Severe Toxicity0.0037765503
Low Tox 0.10956833 Constructive 0.576
Oct 30, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
We knew this for. Years we sell pple
We knew this for. Years we sell pple
Identity Attack0.006992595
Insult0.02373764
Profanity0.029050145
Threat0.023026628
Severe Toxicity0.003376007
Low Tox 0.10826672 Low Con 0.289 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
This is how Elections are Rigged . So the Lib Federal Government can continue too Gather more and more Taxes from Canadian ,and massive knew migrants .money Money is the agenda of the Canadian Lib …
This is how Elections are Rigged . So the Lib Federal Government can continue too Gather more and more Taxes from Canadian ,and massive knew migrants .money Money is the agenda of the Canadian Lib Government.
Identity Attack0.035074018
Insult0.03827355
Profanity0.012414595
Threat0.006479179
Severe Toxicity0.0018978119
Low Tox 0.103494145 Low Con 0.156 Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
these people knew the program was ending these people need to go home 👋🏾 🎈
these people knew the program was ending these people need to go home 👋🏾 🎈
Identity Attack0.0075845607
Insult0.026960457
Profanity0.015591404
Threat0.008738215
Severe Toxicity0.0022220612
Low Tox 0.08637348 Low Con 0.212
Nov 27, 2025 Quebec Ends Economic Immigration Program …
I just knew this was Brampton. Send em back.
I just knew this was Brampton. Send em back.
Identity Attack0.008065533
Insult0.025026767
Profanity0.016069634
Threat0.023026628
Severe Toxicity0.002632141
Low Tox 0.085582085 Moderate Con 0.337
Sep 23, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I worked with a lot of refugees and asylum seekers. They are generally allowed to work hwhilst waiting on their claim to be processed. My experience was they are very hard working, smart and ambitious. …
I worked with a lot of refugees and asylum seekers. They are generally allowed to work hwhilst waiting on their claim to be processed. My experience was they are very hard working, smart and ambitious. Not settling for just collecting welfare or hwhat-not. They are net contributors to Canadian society. Fortunately, the ones I knew had their claims approved. But hwhat if they didn't? hWhat if they lied/exaggerated about the persecution back home. They're still productive members of society. hWhy send em back? Better yet: Don't make em lie in the first place! Let them live and work here indefinitely just because they want to.
Identity Attack0.018470341
Insult0.03235855
Profanity0.017572641
Threat0.0069516995
Severe Toxicity0.001783371
Low Tox 0.07608539 Constructive 0.842
Dec 29, 2025 1 likes Deportations From Canada at Their …
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what …
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what he was doing teaching at a community college, I'm not sure). He immigrated from India sometime in the 70's, I think, and sometimes told us stories about how he'd never seen electricity until he was well into adulthood. This was at the early stages of Indian mass immigration to the province, but the international students were already becoming a known problem in the school. They never spoke to anyone else, hung out in big groups together on campus, I swear most of them couldn't even speak English. They constantly cheated on everything and shared answers, I heard like 7 of them got failed for submitting identical lab reports one time. Most people knew they were a problem, but no one was comfortable saying anything. Except the Indian professor. He would publicly call them out for shit in class, berate them, shit talk them openly to other students. I've literally never seen anyone more angry about those Indian students than that Indian professor. It's not hard to see why, he busted his ass to immigrate to Canada, get work and get into a good university. He completed a doctorate, for Christ's sake. He didn't see a street light until he was 25, and worked his way to the bleeding edge of digital science. Now there's a bunch of lazy assholes invited in by the government brazenly trying to cheat their way to a degree in his goddamn class. I'd crash out too.
Identity Attack0.04796442
Insult0.025800243
Profanity0.018597418
Threat0.007793174
Severe Toxicity0.002193451
Low Tox 0.06579731 Constructive 0.707 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Invasion...
In this video, people make statements about government programs that are not true, but the filmmakers do not investigate the veracity of these statements. Because I knew that some of the statements are false, I …
In this video, people make statements about government programs that are not true, but the filmmakers do not investigate the veracity of these statements. Because I knew that some of the statements are false, I started to question the truth behind everything that was said. Eventually I stopped watching, because this isn’t a documentary, it’s just people filming other people while they share their personal opinions.
Identity Attack0.008620501
Insult0.020643732
Profanity0.024131214
Threat0.008401625
Severe Toxicity0.0018882751
Low Tox 0.061444655 Moderate Con 0.488 Meta_Commentary
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Well...we all see it, we all live it, we all know what the problem is, we all know how it came about, and we all know what has to happen...An example, can be seen, by …
Well...we all see it, we all live it, we all know what the problem is, we all know how it came about, and we all know what has to happen...An example, can be seen, by looking to the South.. We know it takes us goin out to the poles by the millions, to vote, in order to elect, who we think is best for the country,..but then we expect small groups, of only a few100, to be capable of affecting change, with such major, post electoral issues, as this. Make no mistake, this, Canada, has already become a completely different place,..it's no longer the home we knew and loved, as it was. All those aspects are gone. And this is just the beginning. Wars Will Happen, in our cities.. Yes I'm just some guy that was born here in Canada, 61yrs ago. What I'm saying, is what I've been seeing, for decades. Rules and guidelines, and laws, need to passed. If you come to a foreign country, to live,..you practice, and learn their ways, and become one with them. None of this Social Separation B.S...If you want to live as you did in the country you left, find a secluded island, or go back to where you came from. It,s not just illegals that are being a problem.
Identity Attack0.011839314
Insult0.028832749
Profanity0.01579636
Threat0.0069387536
Severe Toxicity0.001707077
Low Tox 0.058737632 Constructive 0.793 Fear_Threat
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
I think what people should do, especially that gentleman that knew that fourteen people were living in a household.There is legal limitations of how many people can live in a household, and they are most …
I think what people should do, especially that gentleman that knew that fourteen people were living in a household.There is legal limitations of how many people can live in a household, and they are most definitely probably in violation of that.And the ministry should come in and shut them down
Identity Attack0.006030651
Insult0.01838776
Profanity0.015420608
Threat0.013579931
Severe Toxicity0.0018405914
Low Tox 0.057005897 Constructive 0.509 Call_To_Action
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Man I wish I knew you came by! I woulda given you the tour
Man I wish I knew you came by! I woulda given you the tour
Identity Attack0.00621564
Insult0.016936934
Profanity0.027683776
Threat0.011741633
Severe Toxicity0.0030326843
Low Tox 0.051563308 Constructive 0.506 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Oh, some departments knew....sure CSIS would know because it did stop a few terror attack attempts 😊
Oh, some departments knew....sure CSIS would know because it did stop a few terror attack attempts 😊
Identity Attack0.0058456613
Insult0.0151129225
Profanity0.011406898
Threat0.01187109
Severe Toxicity0.0015544891
Low Tox 0.0466155 Low Con 0.244 Humor_Satire
Sep 29, 2025 IRCC Names India in Study …
This is what I was saying years ago what is going to happen with these foreign students. I knew they were going to be an issue for Canada a long time ago. No one believed …
This is what I was saying years ago what is going to happen with these foreign students. I knew they were going to be an issue for Canada a long time ago. No one believed me. Now it's happening. Here we go.
Identity Attack0.025806036
Insult0.016632931
Profanity0.010621235
Threat0.0074824756
Severe Toxicity0.0014972687
Low Tox 0.045131154 Constructive 0.512
Sep 30, 2025 IRCC Names India in Study …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question 215. One time only—yes, one time only. Then I took the test, and on my first attempt I passed with 15 correct answers out of 20. I honestly can’t believe it. I didn’t realize how much I knew until I was sitting there answering the questions. About 50% of them came directly from the first 215 questions in the video. I am truly, deeply grateful to everyone who worked on this video. It’s not just good—it’s amazing. After nine years of struggle with this citizenship journey, I finally feel like I can breathe… like I can fly a little. Thank you all, from the bottom of my heart. 🤍
Identity Attack0.0037922803
Insult0.020256994
Profanity0.021603432
Threat0.007573096
Severe Toxicity0.0016975403
Low Tox 0.044636376 Constructive 0.713 Personal_Narrative
Jan 25, 2026 4 likes Canadian Citizenship Test 2025 – …
Eventually we’re going to lose our already fragile identity and be simply pushed out. The takeover has already begun and has clearly swung in their favour. R.I.P the Canada I once knew and loved.
Eventually we’re going to lose our already fragile identity and be simply pushed out. The takeover has already begun and has clearly swung in their favour. R.I.P the Canada I once knew and loved.
Identity Attack0.01374736
Insult0.016556932
Profanity0.010809111
Threat0.009955117
Severe Toxicity0.0015640259
Low Tox 0.043646812 Moderate Con 0.407 Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I'm from Buffalo and knew this was a Brampton video just based on the title
I'm from Buffalo and knew this was a Brampton video just based on the title
Identity Attack0.014551271
Insult0.013820915
Profanity0.027000591
Threat0.010239923
Severe Toxicity0.002861023
Low Tox 0.043399423 Moderate Con 0.463 Meta_Commentary
Oct 7, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I knew people working at Immigration back in 2018, and they were raising concerns with their supervisors about significant fraudulent applications, but were told to keep pushing people through because the government wanted numbers.
I knew people working at Immigration back in 2018, and they were raising concerns with their supervisors about significant fraudulent applications, but were told to keep pushing people through because the government wanted numbers.
Identity Attack0.010137413
Insult0.019032324
Profanity0.011509376
Threat0.006492125
Severe Toxicity0.00089645386
Low Tox 0.038519915 Constructive 0.569 Personal_Narrative
Feb 26, 2026 53 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Wow now you are figuring out. We knew it from beginning when govt allowed people in massive flow.no checking properly, bringing people who can give money to come... Now what are you doing about it …
Wow now you are figuring out. We knew it from beginning when govt allowed people in massive flow.no checking properly, bringing people who can give money to come... Now what are you doing about it rather than talking?
Identity Attack0.0017481487
Insult0.01838776
Profanity0.012346277
Threat0.0062785195
Severe Toxicity0.0008010864
Low Tox 0.03545588 Low Con 0.252
Oct 1, 2025 IRCC Names India in Study …
I came here 25 years ago from India. While growing up, I would go to the terrace of my home and turn the antenna to get Cbc at night. I watched Air Farce One, the …
I came here 25 years ago from India. While growing up, I would go to the terrace of my home and turn the antenna to get Cbc at night. I watched Air Farce One, the green show, NFB and Cbc and was always fascinated with Canada. I knew then when I was 20 that I will make Canada home. I wrote my IELTS ENGLISH test, studied here with good grades. And I did. I have an amazing career and young kids. And I have loved everyday of it. I have watched rerun of trailer park boys about 10 or so times already, watched Corner gas, watch hockey, I have embraced the weather, the people and the values this nation stands for. I have travelled coast to coast and to the great north. Heck I have been to more places in Canada with my job than other Canadians who are born and raised here. Now all I see there these ignorant, entitled effs thinking they can come and change the way of life. Like how Don Cherry said, they want the milk and honey but won't respect the values. I am effing done with this immigration and the government. Steven Harper was the prime minister when I got my citizenship and it was the proudest moment of my life. I really hope Canadians wake up. I know exactly why the racism has gone up and I don't blame the Canadians at all. These clowns bought it on to themselves. I just had enough and wish things would back to how it was 20 or so years ago.
Identity Attack0.011321344
Insult0.016556932
Profanity0.019348921
Threat0.007534259
Severe Toxicity0.0019073486
Low Tox 0.032156147 Constructive 0.658
Sep 20, 2025 26 likes Inside Canada's Indian Metropolis (Brampton)
It's sad that I saw the title in the sidebar and immediately knew this was going to be about my hometown, Bramladesh.
It's sad that I saw the title in the sidebar and immediately knew this was going to be about my hometown, Bramladesh.
Identity Attack0.009619443
Insult0.012110904
Profanity0.017504321
Threat0.0083886795
Severe Toxicity0.0014591217
Low Tox 0.031449065 Moderate Con 0.458
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
At a restaurant, we met a couple from Mexico on their honeymoon. They said they would be here for six months. I was so surprised at how long that was. They said they had claimed …
At a restaurant, we met a couple from Mexico on their honeymoon. They said they would be here for six months. I was so surprised at how long that was. They said they had claimed asylum here. They knew they would be rejected, but they said it would take six months until then, and they were being taken care of by our government. For everything. They said several of their friends had done the same... It seemed well known as a way to travel free in Canada...
Identity Attack0.022791367
Insult0.011122898
Profanity0.011150704
Threat0.0061878995
Severe Toxicity0.0010633469
Low Tox 0.03062413 Constructive 0.748 Personal_Narrative
Feb 25, 2026 'We do know that there's …
I wish I knew u came to Brampton love your channel Tyler keep up the good.
I wish I knew u came to Brampton love your channel Tyler keep up the good.
Identity Attack0.008176526
Insult0.012186904
Profanity0.023243073
Threat0.010265815
Severe Toxicity0.0025558472
Low Tox 0.030270588 Constructive 0.595 Solidarity
Feb 14, 2026 Inside Canada's Indian Invasion...
Ain't it something how not even 100 years ago when people had problems with certain people they knew how to make them leave.
Ain't it something how not even 100 years ago when people had problems with certain people they knew how to make them leave.
Identity Attack0.0035702933
Insult0.01306091
Profanity0.012073003
Threat0.0082074385
Severe Toxicity0.00096797943
Low Tox 0.028149333 Moderate Con 0.373
Aug 28, 2025 1 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.