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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: "If I were not married, …" 63 comments · Page 3 of 3
Just how many immigrants are marrying into the country or taking advantage of our country’s generous laws by having children, and birthing citizens, here? The number should be a lot higher than 300.
Just how many immigrants are marrying into the country or taking advantage of our country’s generous laws by having children, and birthing citizens, here? The number should be a lot higher than 300.
Identity Attack0.072601855
Insult0.019999169
Profanity0.012141321
Threat0.006925808
Severe Toxicity0.0021076202
Low Tox 0.09611836 Moderate Con 0.316 Question
Feb 19, 2026 Canadian immigration officers investigating hundreds …
They now married to their countrymen… arrange marriage….to get the Papers…
They now married to their countrymen… arrange marriage….to get the Papers…
Identity Attack0.038683333
Insult0.01961243
Profanity0.01265371
Threat0.0077154995
Severe Toxicity0.0019741058
Low Tox 0.08716487 Low Con 0.257
Oct 3, 2025 IRCC Names India in Study …
just marrying canadian and having a child, is not a solid ground for citizenship...main question is what you did for canada ?
just marrying canadian and having a child, is not a solid ground for citizenship...main question is what you did for canada ?
Identity Attack0.052490227
Insult0.0233509
Profanity0.010245483
Threat0.0063950317
Severe Toxicity0.0017929077
Low Tox 0.085582085 Low Con 0.262
Dec 23, 2025 29 likes Deportations From Canada at Their …
I meet a young women ilegal from Tunisia get student visa to go Canada to USA , she was workimg ilegal in USA until paid to married etc
I meet a young women ilegal from Tunisia get student visa to go Canada to USA , she was workimg ilegal in USA until paid to married etc
Identity Attack0.06385879
Insult0.019419061
Profanity0.014464149
Threat0.0063432488
Severe Toxicity0.0018978119
Low Tox 0.081625134 Constructive 0.532 Personal_Narrative
Feb 22, 2026 Inside Canada's Indian Invasion...
they on;y marry the same ,they do not mix
they on;y marry the same ,they do not mix
Identity Attack0.034816213
Insult0.02103047
Profanity0.024882717
Threat0.007935578
Severe Toxicity0.0024032593
Low Tox 0.079250954 Low Con 0.247
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m not shocked. One of my friends was dating a couple different men from India until they asked for her to marry them, they’d pay her money and divorce after they got their green card. …
I’m not shocked. One of my friends was dating a couple different men from India until they asked for her to marry them, they’d pay her money and divorce after they got their green card. Then said their plan was to go home, get married and bring their actual wife back to Canada.
Identity Attack0.037394293
Insult0.0154929245
Profanity0.0128245065
Threat0.006861079
Severe Toxicity0.0014209747
Low Tox 0.050573748 Moderate Con 0.482
Oct 2, 2025 IRCC Names India in Study …
girl took her Fathers car DROVE to the bar where the pickers drink beer. GOT MARRIED.
girl took her Fathers car DROVE to the bar where the pickers drink beer. GOT MARRIED.
Identity Attack0.0065486208
Insult0.017292
Profanity0.015386449
Threat0.0075083673
Severe Toxicity0.0018310547
Low Tox 0.049584184 Moderate Con 0.344 Personal_Narrative
Feb 22, 2026 1 likes LILLEY UNLEASHED: The fall of …
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to …
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to be firever students? What if they get work permit while still being student? This is very possible for the IT engineers from India, they are student here but get a job in USA or any other country and they leave. Where are the statistics of students who got married to Canadian nationals and decided to stop studying because of family expenses? It will be easy to track down the fees transfer and return of these said 8% non-compliant students. Did they get their money back? If not, then why didn't colleges paid the remaining fees back and report that non-obligatory to the study visa rules? Or, was the past govt quite about this because Canada needed cheap labor and money in other colleges accounts?
Identity Attack0.014551271
Insult0.021546122
Profanity0.013780965
Threat0.006763986
Severe Toxicity0.0014305115
Low Tox 0.0466155 Constructive 0.511 Question
Sep 29, 2025 IRCC Names India in Study …
One branch of my family came to Camada in the 1600's and married a woman of First Nation origin whose people had been here for centuries. I have no problem with immigrants to Canada. They …
One branch of my family came to Camada in the 1600's and married a woman of First Nation origin whose people had been here for centuries. I have no problem with immigrants to Canada. They have enriched our country.
Identity Attack0.037136484
Insult0.01640493
Profanity0.011611853
Threat0.006317357
Severe Toxicity0.0015926361
Low Tox 0.046120718 Constructive 0.762
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration …
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration has broad support across Canada. I wouldn't say that notion is dividing the country in any significant way. You do have certain industry groups that disagree, but among the population these reductions have broad support. This is a historic change in public opinion in Canada, but it has been driven by the unprecedented increase in immigration under the last term of the Trudeau government. To put this in context, non-permanent residents in Canada numbered around 1.5 million on Q3 2023, but by Q3 2025, that number sat a just over 3 million. The previous government increased immigration targets by 3 or 4 times over what they had been for years, which caused a number of economic issues. Essentially, the volume was simply too high for the economy and society to support. This was unfair to both Canadians and new comers, many of which could not find employment or afford a decent place to live. The changes being suggested are largely bringing Canada back to what the targets were for over a decade before, though a bit lower to account for the sudden surge. Canada remains one of the most pro-immigration countries in the world. However, and this is where I think DW's reporting is misleading, there is a distinction to be made between policies at the federal level and policies at the provincial level. Immigration, per our constitution, is a federal matter, however, Quebec in particular is distinct from other provinces. I don't mean only culturally and linguistically, but also in the powers that have been devolved to it by the federal government. On the question of immigration, Quebec has more powers and more ability to set its immigration targets and programs than any of the other 9 provinces. The particular program discussed here, the Quebec Experience Program (PEQ), is a particular immigration stream that only existed in Quebec. So what is happening with that program cannot be labeled as a whole-of-Canada thing. Where the changes to the PEQ are controversial, unlike the general changes at the federal level, is that people who immigrated under that specific program were promised certain things. There was a multi-year time line to Permanent Residency and then Citizenship. Many of those people have been in Quebec for 5-8 years already. However, the changes made to the program were done in such a way where people who many years into the program, had gotten an education, started a career, had children, ect. are now being told they can't continue and must leave Canada. There are even stories of people who married Canadians, now have children, and the one parent who was under this program now faces the possibility of having to leave Canada and be separated from their family. All through no fault of their own. That is what many people see as unfair, and I agree, however limiting future applications under the program, to bring in less people, that is not controversial. Canada has no responsibility to bring in people who are not already in Canada, but Canada does have some responsibility towards people who uprooted their lives to move to Canada and built new lives here based on promises and representations made to them by the Canadian and Quebecois governments. We should no simply kick those people out of the country.
Identity Attack0.011099357
Insult0.022899706
Profanity0.013029462
Threat0.0067316215
Severe Toxicity0.0012397766
Low Tox 0.043399423 Constructive 0.821 Policy_Critique
Feb 11, 2026 29 likes Canada's tighter immigration policy divides …
What the government needs to do,is if they were rejected send them home and if they hide don’t give them papers even if they get married just don’t give them, and if they were found …
What the government needs to do,is if they were rejected send them home and if they hide don’t give them papers even if they get married just don’t give them, and if they were found working change their employers 100000 for each person with out papers
Identity Attack0.008731495
Insult0.016556932
Profanity0.0118338885
Threat0.008220384
Severe Toxicity0.001335144
Low Tox 0.04216247 Moderate Con 0.35 Policy_Critique
Feb 23, 2026 15 likes 'We do know that there's …
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical …
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical engineer who worked in oil and gas for about 10 years in the Middle East. Once I landed in Canada, I went to work in Amazon Fullfillment Centre the week after I completed my quarantine. It was hard labor working for $16 per hour in Toronto. I worked for 10 months while working on my qualifications and engineering license. After that I was hired by an oil and gas contracting company and worked as a Trainee engineer after which I was promoted to Senior engineer in a year after I received my engineering license. I moved 4 cities in 4 years for my job. Now I am settled, own a home, got married to my long time girl friend and work at an Oil and Gas company which pays well. What I learnt through my experience is that Canada is a land of opportunities and people respect you for the work you do whatever it may be and do not judge you, all that we will have to do is work hard and improve on your skills. Integrate with the society, donate and volunteer. That’s how new immigrants can integrate. If you aren’t open minded and want to stay as you stayed in your country then you will not develop and it will hinder yours and the country’s progress.
Identity Attack0.011987305
Insult0.017292
Profanity0.018187506
Threat0.007029374
Severe Toxicity0.0017356873
Low Tox 0.037105743 Constructive 0.833 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
My father immigrated to Canada from India in 1961 to complete his PhD, where he met my mother, a local farm girl. They married, and he soon joined Agriculture Canada as a research scientist at …
My father immigrated to Canada from India in 1961 to complete his PhD, where he met my mother, a local farm girl. They married, and he soon joined Agriculture Canada as a research scientist at the Regina Research Station in 1963. Over his remarkable 40-year career, he contributed significantly to the evolution of herbicide research during a transformative era for Canadian agriculture. In the 1960s, as herbicide use surged across the prairies—building on early selective compounds like 2,4-D introduced post-World War II—his work focused on environmental residues and applicator safety, helping refine application methods amid a boom that saw the number of available herbicides in Canada and the U.S. rise from about 25 in 1950 to over 100 by the end of the decade. This period marked the widespread adoption of chemicals for weed control, enabling reduced tillage and boosting crop yields in grain production. By the 1970s, Agriculture Canada's efforts intensified with the introduction of groundbreaking non-selective herbicides like glyphosate, which revolutionized prairie farming by facilitating no-till practices and minimizing soil erosion while controlling persistent weeds. My father's studies on herbicide drift, persistence in air and soil, and human exposure played a key role in ensuring safer, more effective use, aligning with broader innovations that transformed western Canada's grain sector into a global powerhouse. Into the 1980s, as resistance issues emerged and manufacturing processes improved to reduce contaminants like dioxins in phenoxy herbicides, his research supported sustainable advancements, including better monitoring and guidelines that influenced international standards. Through these decades, his pioneering contributions helped develop and optimize herbicides now employed worldwide, fundamentally changing farming practices and enhancing productivity across the vast Canadian prairies.
Identity Attack0.0053276913
Insult0.011920903
Profanity0.011936366
Threat0.006809296
Severe Toxicity0.0009441376
Low Tox 0.019226074 Constructive 0.633 Personal_Narrative
Jan 29, 2026 1 likes 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.