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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "I believe that there needs …" 38 comments · Page 2 of 2
Unbelievable 😮 please share this ! Canadians that believe in the Liberals government NEED to WAKE UP !!
Unbelievable 😮 please share this ! Canadians that believe in the Liberals government NEED to WAKE UP !!
Identity Attack0.05976611
Insult0.06477321
Profanity0.014669105
Threat0.008919456
Severe Toxicity0.004043579
Low Tox 0.15435068 Low Con 0.286 Call_To_Action
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
The most dangerous part is that many of them are working as nurses now. I am a nurse and have been training these people from India. To be honest, it is very a hard and …
The most dangerous part is that many of them are working as nurses now. I am a nurse and have been training these people from India. To be honest, it is very a hard and frustrating process cos I have to teach them even the most basic skills like taking a blood pressure or covid swab cos they know nothing. Hospitals are hiring them because they believe their “ lmany” years of nursing experience in India. Then I found out that in their country, nursing is only 3 years compared to 4 years in Canada and they do not require a nursing license to work as nurses in India. They come here, go to review centres to pass the licensure exam. And the College of nurses of Ontario allow this! Nursing is stressful enough and we do not have time to teach English and basis nursing. There are still many Canadian nurses I know looking for a job but they don’t even get an invite for an interview because even the HR department are Indians. Seriously, these people need to get investigated.
Identity Attack0.08749158
Insult0.059061307
Profanity0.035900343
Threat0.008712323
Severe Toxicity0.004119873
Low Tox 0.1269396 Constructive 0.802
Sep 30, 2025 109 likes IRCC Names India in Study …
And Canadians voted again for the same liberal party that made this mess in the first place. I have nothing against immigrants and immigration but we need to respect each other’s religion and culture and …
And Canadians voted again for the same liberal party that made this mess in the first place. I have nothing against immigrants and immigration but we need to respect each other’s religion and culture and we should not impose our views on others. I believe in practicing your religion and act upon your values, as long as you are not bothering others, while doing so. The government has really messed up beautiful Canada, within this past decade. So sad
Identity Attack0.07094744
Insult0.053791173
Profanity0.011902207
Threat0.006162008
Severe Toxicity0.0017356873
Low Tox 0.12260055 Constructive 0.771
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm Canadian. I've spend my entire adult life involved with everything immigration. I have no problem with immigration which to me is people moving. It offers great people and great things. I have a problem …
I'm Canadian. I've spend my entire adult life involved with everything immigration. I have no problem with immigration which to me is people moving. It offers great people and great things. I have a problem with women and children abused, in violence and almost killed and our resources which are suppose to help protect the men coming here doing this because as immigrants they have value and so support anything they do to innocent people here because they have more worth as human beings than people born, raised and who lived here all their lives. Two lives viciously destroyed to protect someone sick with hate who is chronic woman hater and abuser but he must be respected for it. As someone immersed all their life in "culture" domestic violence is not culture as in immigration it's abuse and a crisis brought here and then force by law respect for it when it is already here bc it is a planet problem. For people without a lifetime of knowledge you would be shocked if knew what people think and say about us living here and what they believe from complete ignorance. It is a belief everything is owed to make lives bigger and better for them above everyone else bc they suffered somewhere else but the assumption is every person in Canada had the opportunity born here that all people should be rich and if anyone is under that standard they deserve nothing and it should be given to everyone coming in. It is understood in some groups the purpose and wants of Canadian women is providing free services to immigrant men because this is how all Canadian women chose to live as women. The expectation of women is back to the stone age to obey, speak when given permission and respect abuse. Our authorities now back that up. Don't believe me you can see evidence. We are being forced by law to change. How many persons with criminal records are here in past decade was that recent news report? There's good and bad but if you don't respect the bad then see what happens to you because suddenly you will the bad one as a Canadian so be prepared to respect and appreciate everything you spent a lifetime believing you didn't have to. Some people could write an encyclopedia of wild and bizarre things and opinions and expectations of the views others have of life here and it would make most here all their lives want to flee and leave. There are two opposite meanings of what respect is. It amounts to respect them and everything bad and disrespectful to us or we have no respect any other names. This includes not one specific culture but numerous ones and I am referring to a different one than referenced in this video. Respect divided into two opposite meanings, ignorance, lack of care, abuse, hate and so many things which our government is permitting to happen and people are losing their physical lives and becoming physically and mentally ill and it is directly related to destroying Canadians living here, killing them to force a message of change of respects and persons need to die to force it.
Identity Attack0.07673789
Insult0.03599453
Profanity0.028230323
Threat0.045895394
Severe Toxicity0.00579834
Low Tox 0.115658075 Constructive 0.83
Aug 28, 2025 Why Canadians Are Turning Against …
I am an Indian student who has struggled to get my papers done, and I have to say this: mass immigration needs to stop. Canada should allow only people who speak good English and who …
I am an Indian student who has struggled to get my papers done, and I have to say this: mass immigration needs to stop. Canada should allow only people who speak good English and who can truly contribute to this country. I am an IT student, and I worked hard to clear $120K in debt through Scotiabank. I could have taken a loan in my home country, but I chose to work here because Canada gave me everything my own country could not. I am deeply grateful for that. But when I see people from my own community walking around in flip-flops, unable to speak even one word of English, it breaks me inside. My city—Brampton—has been completely taken over, and it’s becoming harder to even drive there now. I believe Canada needs to come together and put an end to this. Enough is enough. Immigration should be about quality, not quantity.
Identity Attack0.08583717
Insult0.03710241
Profanity0.022013342
Threat0.008039144
Severe Toxicity0.0037002563
Low Tox 0.11305673 Constructive 0.764 Personal_Narrative
Sep 30, 2025 173 likes IRCC Names India in Study …
Uh in a Gurudwara anybody can come and have a lunch for free so what's wrong with that on the other hand there's so many churches in india too and other things like shrines monestries …
Uh in a Gurudwara anybody can come and have a lunch for free so what's wrong with that on the other hand there's so many churches in india too and other things like shrines monestries and all what's wrong with that i am not a believer guy but those who believe they always need a place to feel like there's god or something like that i don't know how that work
Identity Attack0.068465814
Insult0.031146556
Profanity0.029186781
Threat0.0074954215
Severe Toxicity0.0034713745
Low Tox 0.11212669 Constructive 0.664 Moral_Argument
Feb 23, 2026 Inside Canada's Indian Invasion...
I don't believe we should take it out on the immigrants ...it's the government policy that needs to be changed
I don't believe we should take it out on the immigrants ...it's the government policy that needs to be changed
Identity Attack0.10221587
Insult0.020450363
Profanity0.016616182
Threat0.01187109
Severe Toxicity0.0032615662
Low Tox 0.11181668 Constructive 0.568 Moral_Argument
Aug 25, 2025 7 likes Why Canadians Are Turning Against …
I keep hearing people over fifty voted Liberal. I'm 65 and myself and my many friends voted Conservative. I believe it was rigged. Razor thin margins in favour of the Liberals. Yeah o.k. They used …
I keep hearing people over fifty voted Liberal. I'm 65 and myself and my many friends voted Conservative. I believe it was rigged. Razor thin margins in favour of the Liberals. Yeah o.k. They used Donald, to say most of us changed our minds and wanted to reward the Liberals for their stellar performance over the last ten years. We need change now!
Identity Attack0.018872296
Insult0.036545437
Profanity0.019348921
Threat0.0077284453
Severe Toxicity0.0019550323
Low Tox 0.10045706 Constructive 0.762
Aug 27, 2025 Why Canadians Are Turning Against …
Segregation—whether by income, race, or religion—is deeply embedded across North America. In many ways, it defines how communities are formed. People are often drawn to this continent precisely because they believe they can find a …
Segregation—whether by income, race, or religion—is deeply embedded across North America. In many ways, it defines how communities are formed. People are often drawn to this continent precisely because they believe they can find a place where they feel they belong—whether it's a gated community with an average household income of $250,000, or a neighborhood where Italian is predominantly spoken. With the exception of Indigenous peoples, everyone here has settled on land that once belonged to someone else, reshaping it to fit their own culture and needs. In Canada, this dynamic is particularly visible. It’s one of the easiest countries in the world to migrate to—whether through official channels or otherwise—largely due to historically lenient laws. Beyond immigration, Canada faces deeper systemic challenges. From weak enforcement around serious crimes to broader identity issues, the country may be in need of a serious re-evaluation. At its core, Canada must ask itself what it stands for, and what kind of nation it wants to be.
Identity Attack0.06704199
Insult0.02425329
Profanity0.027137227
Threat0.00967031
Severe Toxicity0.0031280518
Low Tox 0.09568449 Constructive 0.672 Policy_Critique
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
There is something significant that this country is not addressing: "fake degrees" coming out of India, especially in the field of Engineering. I'm a recruiter at one of the largest recruiting agencies in Ontario (Toronto), …
There is something significant that this country is not addressing: "fake degrees" coming out of India, especially in the field of Engineering. I'm a recruiter at one of the largest recruiting agencies in Ontario (Toronto), but I've been noticing something unusual about the degrees coming out of India. This is something that the government needs to pay attention to. Big companies like Hydro One, Toronto Hydro believe everything under the sun, I guarantee you, if they can do a thorough investigation, something may come out, "something not good".
Identity Attack0.04023018
Insult0.032468732
Profanity0.01620627
Threat0.0069646453
Severe Toxicity0.0019931793
Low Tox 0.08874765 Constructive 0.72 Unverified_Claim
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t pass the IELTS (English proficiency test) entered the country on visitor visas or through spousal sponsorships—some of which were questionable or fraudulent. During that time, the government was converting visitor visas into work permits with little to no scrutiny. Background checks and rejections were rare. Meanwhile, colleges rapidly expanded their intake capacity—understandably so, since international students pay three to four times more in tuition. At the same time, due to inflationary pressures, the government allowed international students to work 40 hours per week instead of the previous 20-hour limit. This created a new, ready-to-work labor force in just a year or two, heavily impacting the retail sector. As a result, a large portion of retail jobs shifted toward a single ethnic group, while many Canadian citizens found themselves sidelined. One key factor was flexibility. Many immigrant communities—particularly Indian—were more willing to accept irregular hours and last-minute shifts, often adopting a more compliant, “yes sir” attitude that employers found appealing. However, I’m already beginning to notice changes in the retail landscape, likely due to the government finally tightening immigration rules. Going forward, we don’t need to close our doors—but we do need smarter immigration policies, with proper checks and balances, to ensure fairness and sustainability for everyone.
Identity Attack0.010211408
Insult0.020772645
Profanity0.012961143
Threat0.006757513
Severe Toxicity0.0012016296
Low Tox 0.03828422 Constructive 0.779
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
There are lots of programs across Canada, if Quebec doesn't many French and English speakers can move to another province easily. I don't understand the protest. As a migrant, I believe we don't need to …
There are lots of programs across Canada, if Quebec doesn't many French and English speakers can move to another province easily. I don't understand the protest. As a migrant, I believe we don't need to protest the host country of their migration
Identity Attack0.025404079
Insult0.013212911
Profanity0.010160086
Threat0.006207318
Severe Toxicity0.00096797943
Low Tox 0.038048524 Constructive 0.791 Policy_Critique
Nov 21, 2025 20 likes Quebec Ends Economic Immigration Program …
Please help me understand why mass migration is considered beneficial. I believe globalization has very significant drawbacks. My primary concern is for my fellow Canadians "ONLY." It seems that the increase in new residents is …
Please help me understand why mass migration is considered beneficial. I believe globalization has very significant drawbacks. My primary concern is for my fellow Canadians "ONLY." It seems that the increase in new residents is driven largely by political motives, as new migrants often support the Liberal Party due to the benefits they receive upon arrival. Both the Liberal government in Canada and the Democrats in the United States appear to be aware of this trend. Regardless of political affiliation—whether Liberal, Conservative, Green, or any other party—if my party were to adopt such a policy, I would oppose it. Canadians really need to wake up. We need responsible citizenship that upholds and strengthens our Canadian culture and values.
Identity Attack0.013948337
Insult0.016784932
Profanity0.011201942
Threat0.00636914
Severe Toxicity0.0010156631
Low Tox 0.034041706 Constructive 0.856 Identity_Assertion
Feb 17, 2026 21 likes LILLEY UNLEASHED: The fall of …

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.