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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: "Total abuse, most have no …" 10 comments
Total abuse, most have no patients for immigration after this gong show especially last 5 years of these morons bringing in votes and cheaper compliant labor
Total abuse, most have no patients for immigration after this gong show especially last 5 years of these morons bringing in votes and cheaper compliant labor
Identity Attack0.22631748
Insult0.67254376
Profanity0.3547165
Threat0.010188141
Severe Toxicity0.023076924
Moderate 0.6426206 Low Con 0.271 Insult Policy_Critique
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
INDIA AND PAKISTAN ARE BOTH ABUSING THE SYSTEM AND SCREAMING INTO CANADA. And with the new CORRUPT CRIMINAL GOVERNMENT allowing them to bring in their OLD FAMILY MEMBERS IN TOTAL, we in Canada will be …
INDIA AND PAKISTAN ARE BOTH ABUSING THE SYSTEM AND SCREAMING INTO CANADA. And with the new CORRUPT CRIMINAL GOVERNMENT allowing them to bring in their OLD FAMILY MEMBERS IN TOTAL, we in Canada will be out populated in a few years. BY LITERAL CRIMINALS. So WHY are these officials not being held to the law and SHOWING THAT THEY ARE ALREADY GUILTY OF TREASON!
Identity Attack0.41222036
Insult0.46476576
Profanity0.050680235
Threat0.015602129
Severe Toxicity0.023076924
Moderate 0.45090583 Moderate Con 0.388 Unverified_Claim
Sep 30, 2025 3 likes IRCC Names India in Study …
It is so unfair. I strived for about 10 years saving, learning English, investigating, studying something relevant. Achieved to arrive in Canada from Mexico in 2022. And now all these mor0n$ from India putting us …
It is so unfair. I strived for about 10 years saving, learning English, investigating, studying something relevant. Achieved to arrive in Canada from Mexico in 2022. And now all these mor0n$ from India putting us all in bad word as students. They don’t attend classes, they cheat, abuse AI, steal other’s school projects. Total waste of air. There’s no even room for PR anymore as they flooded the system. In a year I’m going back to Mexico, if I meet any shaky head there I’ll make sure to show my appreciation.
Identity Attack0.37953663
Insult0.4339631
Profanity0.2188925
Threat0.016638106
Severe Toxicity0.023076924
Moderate 0.40336934 Constructive 0.595
Oct 9, 2025 IRCC Names India in Study …
Conestoga is a sham. The entire region of waterloo has been milking tax dollars to increase things like transit because this greedy "school" totally destroyed it. Canadians who live here can't get room on the …
Conestoga is a sham. The entire region of waterloo has been milking tax dollars to increase things like transit because this greedy "school" totally destroyed it. Canadians who live here can't get room on the bus, or it's just so crowded and smells so horrible they get on and then walk right off again. I've seen people in tears over it. Increasing taxes to pay for the things this school has abused is a load of BS....and worse, They're spreading like a virus. Situated themselves into Guelph - plans for Milton. And they want to flood each city with immigrants and call themselves a school. It's fraud. greed. and corruption. Go there. you'll see.
Identity Attack0.2127345
Insult0.41530323
Profanity0.16915557
Threat0.010576514
Severe Toxicity0.019224197
Moderate 0.3974717 Constructive 0.52
Oct 10, 2025 IRCC Names India in Study …
The government of Canada allowed these Indians to come to Canada in excessive large numbers. They abuse every system of Canada, change the culture of Canada, buy out all businesses in Canada, and employ only …
The government of Canada allowed these Indians to come to Canada in excessive large numbers. They abuse every system of Canada, change the culture of Canada, buy out all businesses in Canada, and employ only their own Indians. They don't drive for licenses, they own the depot, and they don't need credits for loans at the banks because they own the banks. They fight out and make it difficult for all other ethnic groups in Canada. Justin Trudeau seems to have allowed 90% of Indians to immigrate to Canada and 10% of other ethnic backgrounds combined. Trudeau has caused the Canadian culture to be transformed into Indian culture. Canada is no longer Canada. it's become India, and it's extremely unfair to all other ethnic groups. Their agenda is for Canada to be 100% Indians. Canada is in BIG TROUBLE. The Indians are in every organizations and industries, including Immigration, buying out all the franchises, businesses and are the ones fighting against all other ethnic cultured groups, making the system more difficult for other nations to migrate to Canada. Even crime has increased. Canadians need to wake up before Canada totally disappears. The Indians are messing up the Canadian economy. The majority of Indians are here through false documents and don't even speak proper English or even understand the language. Canada is in TROUBLE. They are highly Discriminative. Only making sure Canada only employs Indians in all sectors, not Blacks, not Whites, not Chinese or other Ethnic groups, but only Indians themselves. It seems the Indians are seeking to totally take over Canada and become a world power. This is my view and that of many true concerned Canadian citizens and professionals who care about this country, Canada. The culture has changed and become DISCRIMINATIVE. These Indians are Extremely Extremely RACIST
Identity Attack0.3817989
Insult0.16890354
Profanity0.026863953
Threat0.010576514
Severe Toxicity0.012359619
Moderate 0.3140926 Constructive 0.517 Fear_Threat
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from …
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from India. There are many good people that come from india, but there are FAR more than don't assimilate, have no interest in ever assimilating, and they abuse our social systems, stealing from every Canadian as well as cause our quality of life to drastically drop. Our healthcare systems are beyond overloaded and bursting at the seams, our housing prices have skyrocketed, our house and auto insurance rates have also gone through the roof. And speaking of going through the roof, numerous houses were lit on fire late last year from new immigrants irresponsibly lighting off MASSIVE amounts of fireworks during Diwali, then you have the crowds of Indian families going to our previously pristine beaches and digging pits, which they then proceeded to use as their bathroom. People were actually selling "Beach $hitter" t-shirts because the problem was getting so common. Immigration is ok, but the amount of people the Canadian government has allowed into Canada, ALL from totally different cultural origins, in such a short amount of time was never, and will never be sustainable. In my opinion, Canada needs to full stop close its borders to anyone immigrating for at minimum 5-10 years, to allow the countries infostructure time to catch up with the masses of people who have already come into the country. But that will never happen with the liberals at the helm, they would literally get rid of the whole concept of a "border" if they could. Elbows up ya dorks!
Identity Attack0.36702603
Insult0.18852992
Profanity0.031140719
Threat0.009644418
Severe Toxicity0.014188796
Moderate 0.30527395 Constructive 0.676 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Has nothing to do with your skin or culture its not that deep and your not that special for most people to think about at all. Its the insidiousness of the actions and loopholes that …
Has nothing to do with your skin or culture its not that deep and your not that special for most people to think about at all. Its the insidiousness of the actions and loopholes that are used by immigrants of all races or cultures that allow themselves to thrive. While the people born here of many colors get nothing but higher taxes to pay for the services that get totally abused. Birthright citizenship for people born here needs to end if the parents are not legit citizens. Housing capacity laws need to be created with fire code enforcement so you cant have more people living in a house than rooms available. All religious facilities even the white ones... need to be taxed. No more preferential treatment for visas because your related to someone who lives here already. Everyone across the board should have to immigrate the same way with no special treatment. Cultural celebrations and traditions. Respect everyone. Unless you have a permit keep that stuff in your own home or place of worship. EX... Indian wedding on my street = 3 1200w speakers playing Cow slaughter house noises until they leave.
Identity Attack0.2331515
Insult0.08508729
Profanity0.07676199
Threat0.012906751
Severe Toxicity0.008392334
Low Tox 0.23812068 Constructive 0.638 Policy_Critique
Jan 2, 2026 1 likes Why Canadians Are Turning Against …
I will never forget the interview with Sean Fraser when the reporter showed him the stats on international student abuse. He just looked at the reporter and totally ignored what was just said to him. …
I will never forget the interview with Sean Fraser when the reporter showed him the stats on international student abuse. He just looked at the reporter and totally ignored what was just said to him. I will never forgive Liberals for selling out our country.
Identity Attack0.037394293
Insult0.06774519
Profanity0.014839902
Threat0.009281937
Severe Toxicity0.0025749207
Low Tox 0.15711457 Constructive 0.546 Personal_Narrative
Jun 18, 2025 How Canada broke its immigration …
Amen Amen I totally agree with you immigrants must adapt to Canadians culture. Most immigrants are honest hard working people. Some people just come and use and abuse the system, and this should be tolerated …
Amen Amen I totally agree with you immigrants must adapt to Canadians culture. Most immigrants are honest hard working people. Some people just come and use and abuse the system, and this should be tolerated it must stop now.
Identity Attack0.08252834
Insult0.02982438
Profanity0.01127026
Threat0.007353018
Severe Toxicity0.0021457672
Low Tox 0.11140333 Constructive 0.729 Moral_Argument
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
Let's be real, about this nation called Canada where real native canadians were "First Nations, Metis & Inuit" they were the ones as Indigenious people who inhabited canada for thousand of years ago & later …
Let's be real, about this nation called Canada where real native canadians were "First Nations, Metis & Inuit" they were the ones as Indigenious people who inhabited canada for thousand of years ago & later demographic shift could later be seen during 16th century from European colonization where majority of french and british invaded with consistent colonization & took control of the land, these settlers, along with later European immigrants, seized indigenous land, displaced indigenous communities, and brought diseases that decimated native populations. Long story short now, based on 2021 census data shows native canadian population make up to only 5% of total Canadian population whereas the rest remaining are non-indigenous people of Canada at above 90% are foreign invaders from 16th century who came as an opportunist and occupied everything; same as Indian they came took the opportunity by working hard, contributing to the nation yet, you people here crying, complaining & bragging abt these & that abt Indian's bt let's not forget "Europeans" are the ones who did the dirtiest things characterized by forced assimilation, abusive residential school system, and loss of land. Please explain this from a liberal perspective, how was it fair for Indigenous people of Canada?? compared to Indian Standards.
Identity Attack0.0543092
Insult0.03522326
Profanity0.016069634
Threat0.007417747
Severe Toxicity0.0031089783
Low Tox 0.103494145 Constructive 0.683 Moral_Argument
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.