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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 what I’ve been …" 564 comments · Page 18 of 23
India iis so big with so many kind of Indians. Most I've meet are great people but there are some ... Yeah those have no business in a western country. But like I say most …
India iis so big with so many kind of Indians. Most I've meet are great people but there are some ... Yeah those have no business in a western country. But like I say most are hardworking good people yes they have they're own "weard" things but at least they fight for right and wrong.
Identity Attack0.061130337
Insult0.024511116
Profanity0.033144772
Threat0.007909686
Severe Toxicity0.002708435
Low Tox 0.08874765 Constructive 0.752 Personal_Narrative
Feb 21, 2026 1 likes Inside Canada's Indian Invasion...
We’ve always been passive and it’s why our government is doing what it’s doing it’s only a matter of time till we get fed up and the repercussions are gonna be astronomical for them
We’ve always been passive and it’s why our government is doing what it’s doing it’s only a matter of time till we get fed up and the repercussions are gonna be astronomical for them
Identity Attack0.0074365693
Insult0.028942931
Profanity0.02522431
Threat0.008867673
Severe Toxicity0.0019264221
Low Tox 0.08637348 Low Con 0.271 Fear_Threat
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Correction, not all the immigrants are the same, I've been working tirelessly since the day I landed in this beautiful country.
Correction, not all the immigrants are the same, I've been working tirelessly since the day I landed in this beautiful country.
Identity Attack0.06158508
Insult0.02103047
Profanity0.013951761
Threat0.0060713873
Severe Toxicity0.0017356873
Low Tox 0.085582085 Constructive 0.697
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
As a canadian, thank you for posting this. You should've came to Surrey, BC too as it has now become the 44th most dangerous city in the world (I think we all know why)
As a canadian, thank you for posting this. You should've came to Surrey, BC too as it has now become the 44th most dangerous city in the world (I think we all know why)
Identity Attack0.032753747
Insult0.026315894
Profanity0.010996987
Threat0.007961469
Severe Toxicity0.0021743774
Low Tox 0.083999306 Constructive 0.688 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I've lived in Brampton for 26 years and see it change. I think you completely missed highlighting K-extremism through this video. The same people are involved in most of the crime too.
I've lived in Brampton for 26 years and see it change. I think you completely missed highlighting K-extremism through this video. The same people are involved in most of the crime too.
Identity Attack0.01766643
Insult0.023221988
Profanity0.017299367
Threat0.008349842
Severe Toxicity0.0021076202
Low Tox 0.08320791 Constructive 0.765
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
"One Edmonton immigration lawyer" should acknowledge the "real life", "genuine" "harshest stories" that are being experienced by Canadians as a result of the massive numbers of immigrants that have taken up residence here in the …
"One Edmonton immigration lawyer" should acknowledge the "real life", "genuine" "harshest stories" that are being experienced by Canadians as a result of the massive numbers of immigrants that have taken up residence here in the past ten years. Housing, jobs, health care... we've watched Canadians go homeless, jobless, and die in line to see a doctor.
Identity Attack0.03919895
Insult0.024382202
Profanity0.010313802
Threat0.010110466
Severe Toxicity0.0023078918
Low Tox 0.08083374 Constructive 0.671 Economic_Argument
Jan 17, 2026 2 likes 2.9 million Canadian temporary visas …
I think, in our (or some people's) pursuit of being a diverse, accepting, and "multicultural" nation, we've actively turned a blind eye to what these individual groups were doing for fear of being labeled discriminatory. …
I think, in our (or some people's) pursuit of being a diverse, accepting, and "multicultural" nation, we've actively turned a blind eye to what these individual groups were doing for fear of being labeled discriminatory. Then, when stuff hits the fan, everyone looks to Canada to blame. Bad if you do, bad if you don't. Sad times 😔
Identity Attack0.041261412
Insult0.026444806
Profanity0.011936366
Threat0.0073789097
Severe Toxicity0.0015163422
Low Tox 0.079250954 Constructive 0.651
Oct 6, 2025 IRCC Names India in Study …
I traveled through India in 2000. I can understand why so many people move to Canada. India is intense to say the least. I’ve worked with great people from India and bad people from India. …
I traveled through India in 2000. I can understand why so many people move to Canada. India is intense to say the least. I’ve worked with great people from India and bad people from India. It’s no different than any other country. Great video.
Identity Attack0.058856625
Insult0.022512967
Profanity0.015454767
Threat0.0072106146
Severe Toxicity0.0022220612
Low Tox 0.077668175 Constructive 0.709 Personal_Narrative
Sep 19, 2025 98 likes Inside Canada's Indian Metropolis (Brampton)
what I've noticed is that I get sick a lot more often from the fast food places that have been taken over.
what I've noticed is that I get sick a lot more often from the fast food places that have been taken over.
Identity Attack0.0052906936
Insult0.026702631
Profanity0.019485557
Threat0.0075083673
Severe Toxicity0.0017356873
Low Tox 0.077668175 Constructive 0.518 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Should’ve came to Winnipeg Manitoba, it’s the same thing over here, send em home their visas expired
Should’ve came to Winnipeg Manitoba, it’s the same thing over here, send em home their visas expired
Identity Attack0.024801146
Insult0.022319598
Profanity0.012141321
Threat0.0077025536
Severe Toxicity0.0019454956
Low Tox 0.07687678 Moderate Con 0.335 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
I've never had any problems with the Indians they are hard working the farms and have lots of small mom and pop shops They are quiet and hard working .
I've never had any problems with the Indians they are hard working the farms and have lots of small mom and pop shops They are quiet and hard working .
Identity Attack0.05976611
Insult0.021159383
Profanity0.028503597
Threat0.008013252
Severe Toxicity0.0033569336
Low Tox 0.07687678 Constructive 0.689 Solidarity
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
THIS IS THE VIDEO WE'VE ALL BEEN WAITING FOR.
THIS IS THE VIDEO WE'VE ALL BEEN WAITING FOR.
Identity Attack0.008509507
Insult0.014048916
Profanity0.03615085
Threat0.015256803
Severe Toxicity0.0062942505
Low Tox 0.075294 Low Con 0.28 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I've lived in Surrey BC for most of my life, I'm an avid outdoors enthusiast and like most Canadians respect and admire nature's beauty. Years ago they built a pond on an undeveloped lot next …
I've lived in Surrey BC for most of my life, I'm an avid outdoors enthusiast and like most Canadians respect and admire nature's beauty. Years ago they built a pond on an undeveloped lot next to my neighborhood. It was a beautiful addition to the town as it allowed wildlife a place to find shelter, while giving us a little nature loop within walking distance. On multiple occasions I have caught people dumping literal truckloads of their households' trash into this small forest on a backroad I frequent. When confronted they laugh it off, and generally don't appear to see that what they're doing is wrong. The pond itself is also filled with crap, despite the posted signs informing of the harm this causes the ecosystem. From my (and most people who live here) experience it is overwhelmingly a single demographic that is responsible for the uncleanness in our shared spaces. Any BC resident can tell you about the access to beautiful nature we are privileged to, and I hate more than anything to see it being desecrated in the way I have. Most people will not speak up about this.
Identity Attack0.0056236745
Insult0.034562174
Profanity0.02023706
Threat0.0067251488
Severe Toxicity0.0017261505
Low Tox 0.07450261 Constructive 0.806 Personal_Narrative
Jan 27, 2026 460 likes Inside Canada's Indian Invasion...
I lived in Canada for 11 years, 2008 - 2019, went to university and worked in Toronto. I come from an upper-middle class family in China, went to a top university in Canada, landed good …
I lived in Canada for 11 years, 2008 - 2019, went to university and worked in Toronto. I come from an upper-middle class family in China, went to a top university in Canada, landed good jobs and I speak English like a native. I got my PR in 2015 and I remember the painful uphill battle I had to go through just get that. All the bureaucracy, redtape, unnecessarily rigid rules, high cost and long wait I received from CIC/IRCC felt like a humiliation to me. Every document was scrutinized and every step had obstacle that fealt unreasonable (my TOEFL examiner ask me why I had to do the language test required by CIC, and I had to visit a notary to validate my Chinese national ID card). It felt uneasy but I understood that these were the rules that everyone had to go through, and moving and integrating into a new society was never meant to be easy. I went back to Canada in 2021 and 2024, and it was evident that the country I once called home had gone down the hill. The streets were screaming crime, unemployment, inflation, drug and filth, it's total social rot. As someone who went through the whole immigration process (and many of my friends who went through the same have left Canada for good, like myself), I attribute much of this to failed immigration policy. I cannot help but feel confused, angry, betrayed and humiliated when I look at the recent immigration policies of Canada and their results, and compare with what I had to go through. The feeling sums up to: Canada penalizes the hard-working and law-abiding people, and rewards the undeserved and the cheaters. Example: when the US creates wars in the Middle East, why does CANADA bear the cost of bringing in refugees? I never regretted moving back to China and East Asia, and I feel bad for those who still truly think of Canada as home, as I am one myself. When the leadership of a country deviates from pragmatism, reason and common sense, and instead embraces idealogies, hypocrisy and political optics, this is what happens. The prices are paid by everyone, immigrant or not. For this, Trudeau deserves a court trial for his incompetence and dereliction of duty; and the people of Canada need some honest and serious retrospection. I will share some words of wisdom by the late Lee Kwan Yew: “Whoever governs Singapore (LKY was the PM and founding father of Singapore) must have that iron in him. Or give it up. This is not a game of cards, this is your life and mine. I've spent a whole lifetime building this and as long as I'm in charge, nobody is going to knock it down.” I hope the clownish weakling politicians in Canada (and, in much of the western world nowadays) can be enlightened a little bit.
Identity Attack0.01465176
Insult0.03158728
Profanity0.018187506
Threat0.0072235605
Severe Toxicity0.0019073486
Low Tox 0.07371122 Constructive 0.819
Oct 8, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
As an American who worked in HR for eight years at BMO in Canada, I’ve noticed an important trend: many local professionals often attribute their career struggles to the system, when the real issue is …
As an American who worked in HR for eight years at BMO in Canada, I’ve noticed an important trend: many local professionals often attribute their career struggles to the system, when the real issue is a lack of updated skills. In my previous office of 71 employees, around 60% were Indian and Chinese professionals — many of them exceptionally skilled and hardworking. The fact is, immigrants don’t take jobs; they earn them through their capabilities. I currently work at BlackRock, managing a team of 221 people. Individuals with strong mathematical and analytical abilities often come from Indian or Chinese backgrounds, while only about 20% of our workforce is American. I conduct 4–5 interviews daily, and the pattern remains consistent — candidates from Europe, the U.S., and Canada frequently lag behind in technical skills. It’s a tough truth, but one worth acknowledging: in today’s competitive job market, skill development matters far more than nationality.
Identity Attack0.051126
Insult0.025800243
Profanity0.014464149
Threat0.006647474
Severe Toxicity0.0017929077
Low Tox 0.071337044 Constructive 0.76 Personal_Narrative
Oct 7, 2025 58 likes Inside Canada's Indian Metropolis (Brampton)
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming one group. The reality is that the Canadian government failed first by not properly managing immigration volumes, not enforcing document verification, and not honestly assessing whether the country could support such rapid population growth. That policy failure created pressure on housing, jobs, and social systems long before resentment followed. We also need honesty within the Indian community. Some Indians struggle to adapt being overly loud, culturally rigid, and sometimes lacking empathy for Canadian norms and shared public spaces. I studied Canadian and Indigenous history in school, and respecting that history matters. Assimilation doesn’t mean abandoning your culture, but it does mean understanding and respecting the society you chose to join. Cultural education should be expected, not optional. That said, one Indian doing something wrong does not make all Indians bad. Most Indian students and workers I know are hardworking, punctual, and serious about contributing. I’ve personally worked minimum-wage jobs for years, and what I noticed was not jobs being “taken,” but fewer Canadian youth willing to stay in or commit to these roles long-term. Indians didn’t replace Canadians, they filled vacancies that already existed. I also briefly volunteered helping the homeless, and what I saw was honestly shocking. It’s not that the government isn’t trying to help there are rehabilitation programs and support systems in place. The difficult truth is that a significant portion of the homeless population struggles with substance abuse and refuses treatment because it requires giving up drugs. Over time, homelessness itself starts to function like a culture, where benefits and assistance unintentionally enable continued substance use rather than recovery. This is an uncomfortable reality people don’t like to talk about. None of this is simple. Immigration didn’t break Canada, and neither did one community. Poor policy, weak enforcement, lack of accountability, and refusal from governments and individuals to adapt responsibly is what brought us here. Blame is easy. Honest solutions are not.
Identity Attack0.023193322
Insult0.028832749
Profanity0.015010698
Threat0.0068869707
Severe Toxicity0.0016117096
Low Tox 0.06817148 Constructive 0.823 Personal_Narrative
Jan 27, 2026 22 likes Inside Canada's Indian Invasion...
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank …
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank $200,000 of hard earned money into the Canadian Education system — Not as a fast track gimmick to immigrate, but so I could achieve my dream as a Game Developer. This money was family income, earned on 1/4th the salary, taking 4x longer to save. I was a great privileged to me. Today 15 years later, no one would ever think I'm from India. I sound Canadian, I behave Canadian, I have Canadian values, and I am Canadian. I came here because I loved Canada. I would watch hours upon hours of indigenous history, and on my Citizenship day, I watched Juno Beach to celebrate. However I must say this... I suffered through s*icidal depression here for 8 years, because I had far less leverage here than in a developing country, and it's really telling what sort of situation we're all in... Rent caps in Canada were removed... The housing market was open to foreign investors / and real estate monopolies with a 20% year-on-year rise... Rents went from 1000$ to 2100$ MINIMUM for a 1 bedroom through Trudeau's term and the govt said "It's not a federal responsibility"... Auto insurance is like 2.5-3.5k a year in Ontario and if you get a dent, you pay a deductable... I was quoted 8500$ for two wisdom teeth surgeries while it costed me 260$ abroad... During Covid - property owners, banks, and grocery stores exploited our misery and made record profits!... The govt stopped filtering through it's immigrants with "interviews", and it's operating like a scam — "Bring all your foreign money, convert it to CAD, and keep our GDP stable.. while we neither have the infrastructure, nor the job market to support these numbers". I think some accountability is due... these issues are "symptoms", not the problem — The problem is our Liberal govt / policies, and our wonderful voting body who voted Liberal term after term after term while complaining. Why does this govt safeguard extremism, foreign politics, foreign separatism? Khalistanis are as much of a threat / nuance to India than it is to Canada, but in Canada they actually have a unrestricted platform. Instead of resenting immigrants, we need to start resenting how mismanaged Canada is by our govt, and hold our voting body accountable. We had a chance to vote differently, but once again a repackaged and rebranded Liberal term. Because my ethnicity is Indian, I've become an object of collective resentment / hatred, and I don't think that's fair.. Please direct it at your vote, and govt level policies. Why should I (and other's like me) be crucified with the sins of other immigrants? It's like hating all your neighbors in a burning building, when the management has been lighting the fire.
Identity Attack0.026810925
Insult0.027218282
Profanity0.022354934
Threat0.0074436385
Severe Toxicity0.0024795532
Low Tox 0.0665887 Constructive 0.817 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
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...
India has the largest population in the world fyi. They should've asked which college students are the most noncompliant
India has the largest population in the world fyi. They should've asked which college students are the most noncompliant
Identity Attack0.04048799
Insult0.023028618
Profanity0.020510335
Threat0.0071199946
Severe Toxicity0.0017642975
Low Tox 0.06500591 Moderate Con 0.331
Oct 1, 2025 IRCC Names India in Study …
I’ve been waiting for this video for literal years as someone who lives in Brampton 😭😭
I’ve been waiting for this video for literal years as someone who lives in Brampton 😭😭
Identity Attack0.010211408
Insult0.015036922
Profanity0.03239325
Threat0.009644418
Severe Toxicity0.003929138
Low Tox 0.06500591 Moderate Con 0.473 Meta_Commentary
Feb 3, 2026 Inside Canada's Indian Invasion...
They’re nice people but ya I’ve seen a grip out here in Arizona 😅
They’re nice people but ya I’ve seen a grip out here in Arizona 😅
Identity Attack0.023193322
Insult0.024124376
Profanity0.022696527
Threat0.008362788
Severe Toxicity0.00207901
Low Tox 0.06421452 Moderate Con 0.452 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
So, they gonna track down the 90,000 “students” they’ve lost track of … ( it’s actually closer to 500,000 ) or deport the more than 2,000,000 here illegally they do know about ?
So, they gonna track down the 90,000 “students” they’ve lost track of … ( it’s actually closer to 500,000 ) or deport the more than 2,000,000 here illegally they do know about ?
Identity Attack0.021183543
Insult0.017936565
Profanity0.012141321
Threat0.010032792
Severe Toxicity0.0018024445
Low Tox 0.06421452 Low Con 0.295 Unverified_Claim
Oct 1, 2025 1 likes IRCC Names India in Study …
Metro Vancouver went from 2.5 mil to 3.5 mil since the pandemic. In that same window almost all my friends left the city as part of a massive exodus. 78k is a drop in the …
Metro Vancouver went from 2.5 mil to 3.5 mil since the pandemic. In that same window almost all my friends left the city as part of a massive exodus. 78k is a drop in the bucket, we've brought in millions and millions who we don't have space for. If you can't add lanes to our bridges we shouldn't be growing at this pace. How do we get rid of these millions? Are you going to intentionally make this cost as much as possible so that we give up and accept the new normal? You planned this in advance, you don't want Millennials to have kids.
Identity Attack0.010507392
Insult0.026960457
Profanity0.015454767
Threat0.008311004
Severe Toxicity0.002155304
Low Tox 0.06421452 Constructive 0.708
Dec 26, 2025 Deportations From Canada at Their …
This is the beginning of what they are doing to America and what they've already done to Europe, wake up Canada
This is the beginning of what they are doing to America and what they've already done to Europe, wake up Canada
Identity Attack0.026408968
Insult0.020192537
Profanity0.012551232
Threat0.009256045
Severe Toxicity0.0022506714
Low Tox 0.062236045 Low Con 0.211 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Candian I live 15 minutes away and I've only been there twice. I go out of my way to avoid Brampton
As a Candian I live 15 minutes away and I've only been there twice. I go out of my way to avoid Brampton
Identity Attack0.035331827
Insult0.017420914
Profanity0.019007329
Threat0.008427517
Severe Toxicity0.0019168854
Low Tox 0.062236045 Constructive 0.61 Personal_Narrative
Dec 22, 2025 19 likes Inside Canada's Indian Metropolis (Brampton)

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.