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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: "These countries attracting immigrants who …" 11 comments
You should then also discuss that a lot of companies are attracting these 'knowledge' workers and the goverment plays a big part of in it too. Its all just dumb. Companies want cheap labor, lobby …
You should then also discuss that a lot of companies are attracting these 'knowledge' workers and the goverment plays a big part of in it too. Its all just dumb. Companies want cheap labor, lobby with goverment, goverment agrees because of international competativeness..... and bamm 1 family turns in to, 2 into 10, into 20 etc. But no body is holding companies responsible, and the people who live there are getting f*cked but not by the immigrants, its the businesses in their own country that lobbied like a mf to get these people here.
Identity Attack0.14233272
Insult0.4710501
Profanity0.39670458
Threat0.011223801
Severe Toxicity0.023076924
Moderate 0.45243698 Constructive 0.536 Economic_Argument
Feb 27, 2026 Inside Canada's Indian Invasion...
A cheater must be cheat in one way or other...you create a program,make its look so attractive and easy to take aways the best doctors,nurses and so on into your first world...you are taking best …
A cheater must be cheat in one way or other...you create a program,make its look so attractive and easy to take aways the best doctors,nurses and so on into your first world...you are taking best of them into your country both their natural resources god take bless them. You too every good they have into your country america/Europe..you make their country look like ghetto and make yours look like paradise right ?so let me ask you this question please...isnt a crime for some living in ghetto later decide to live in paradise?go to India/africa all the best of the country have run to amarica and Europe...our police are corrupt..money made for their citizens to survive they will steal it hide it in western world,buying alot of properties all over the globe... All this issue is what world leaders have to address without that immigration problem will never stop...until today i still believe the law of nature...nobody is illegal
Identity Attack0.1015541
Insult0.27763805
Profanity0.094542764
Threat0.010757755
Severe Toxicity0.010910034
Moderate 0.32074678 Constructive 0.531 Moral_Argument
Feb 15, 2026 Canada's tighter immigration policy divides …
The actions of few spoiled Indians affect the entire Decent Indian community and India. Canada is in need of labour force due to less population and India has more population but insuffient jobs to engage …
The actions of few spoiled Indians affect the entire Decent Indian community and India. Canada is in need of labour force due to less population and India has more population but insuffient jobs to engage people. If this scenario is reversed Indians would be complaining like canadians do. So the problem is not one way, just becos reducing immigrants does not solve the issue. people have to see things past nationality or physical identity into the statistics. even though canada has professionals of their own there are people who work with dedication and who work without interest, or recent generation being attracted to digital life instead of understanding that college degrees in mainstream subjects are what earns them job and also they have to show dedication and hardwork along with smart work, comply by the work place rules and so on... this goes to all invariable of who they are. all these started changing and now people instead of trying to correct these small changes that lead to these large issues of cost of living and low wages, have now started to pit against live people and their race, nationality or culture. There are good and bad people eveyrwhere, people cant justify the actions of drug addicts roaming the streets and that has increased a lot now, people acting violently against others just becos they dont have what the other has, and so on. but instead of addressing the high amount of actions that are happening around our own country, it has become easy to put blame on each other. I am not justfying the actions of these bad indians who has done these stuff. but we have to see the other side of it before making this a International Issue. Yes, few Indians are bad but not the entire community. Canada has its own needs that needs a lot of hands and support. So, only if we change our perspective beyond the emotional BS we exhibit, we can address the real issue with real solutions. BTW becoz of these things private companies are the one profitting not the Govt.
Identity Attack0.2839175
Insult0.15982662
Profanity0.023584666
Threat0.0084793
Severe Toxicity0.0075531006
Low Tox 0.26293078 Constructive 0.768
Aug 25, 2025 Why Canadians Are Turning Against …
Don’t know about Canada, but in US, Indians are the richest ethnic groups. Canada does attract lesser skilled Indians. However, pretty sure Indians contribute more than their share of taxes. You guys can keep on …
Don’t know about Canada, but in US, Indians are the richest ethnic groups. Canada does attract lesser skilled Indians. However, pretty sure Indians contribute more than their share of taxes. You guys can keep on hating but all the western countries need Indians as that’s where the population is. And people work hard. They are invited. >99% Indians immigrate legally. They’re abiding by rules laid by these countries. Up to these countries to decide the rules.
Identity Attack0.25309357
Insult0.054962315
Profanity0.017094411
Threat0.006925808
Severe Toxicity0.0044441223
Low Tox 0.19599396 Constructive 0.615
Oct 3, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
As an Indian living in India, I’d say it was your country’s government’s problem and mistake, similar to what the UK is doing now. Aside from government or policies, Indians immigrating to Canada is something …
As an Indian living in India, I’d say it was your country’s government’s problem and mistake, similar to what the UK is doing now. Aside from government or policies, Indians immigrating to Canada is something that dates back to the British era, when Britain sent a group of Indians, specifically Sikhs, for security or labor work in Canada. This started the trend of Sikhs (turban-wearing ones) moving there. In modern times, the West was richer in terms of education and infra compared to Asia, which attracted many normal students and families immigrants also. Canada and America were built by immigrants, but now things are saturated, which I understand, and that’s where the resentment comes from. The majority Sikh state ( punjab) in India is still behind in development and job wise cooperation, and the historical pattern from the British era of moving to Canada for a better life has become a norm for many young people there. The close, collaborative nature of Sikhs—like a cousin in Canada inviting another cousin from India to come over, open a shop, work together, or share housing—is another reason many don’t hesitate to immigrate. These are some of the reasons behind mass immigration from India. Now, with saturation, the resentment toward immigration has grown. India itself faces issues with immigrants who live off our taxes, take rights meant for native children, and abuse policies, laws, or the environment. At least Canada has better-off immigrants—educated and contributing to the economy. While some may depend on taxes, most are hardworking and self-sufficient; otherwise, Canada’s economy would have collapsed by now. In end i can understand the hatred but you guys should stop this yourselves - not hunting them but prevent more.
Identity Attack0.11280017
Insult0.047935467
Profanity0.017504321
Threat0.0074048014
Severe Toxicity0.0031280518
Low Tox 0.13041082 Constructive 0.817 Comparative_Framing
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
To keep citizens a priority over the influx of immigrants and refugees Denmark had cut welfare benefits to illegal immigrants and refugees and many began leaving to more profitable countries (in benefits). Why has our …
To keep citizens a priority over the influx of immigrants and refugees Denmark had cut welfare benefits to illegal immigrants and refugees and many began leaving to more profitable countries (in benefits). Why has our country not put something like that in place? It definitely would sort out those who came for the 'freebies'.  ~ Denmark's ‘integration benefit'  measure was a significantly lower benefit level being offered to people who have resided in Denmark for less than seven of the past eight years. Foreigners will also receive a financial incentive to learn the language. These were 'integration benefits'. Citizens who have lived outside of the EU (or country?) for seven of the past eight years were also subjected to the new rules. The purpose, to make Denmark a less attractive destination while making it more attractive to work and contribute to Danish society.  It reduced the flow in to a more manageable number.
Identity Attack0.08831879
Insult0.031917825
Profanity0.024814399
Threat0.008401625
Severe Toxicity0.003490448
Low Tox 0.112540044 Constructive 0.608
Jul 19, 2019 3 likes How much do refugees and …
There are hardly any quality career opportunities to attract high quality immigrants from India. Those who are educated, for them salaries have increased far more than western countries in India so they are choosing to …
There are hardly any quality career opportunities to attract high quality immigrants from India. Those who are educated, for them salaries have increased far more than western countries in India so they are choosing to stay back. You are getting the lot who think despite lack of education, earning Dollars is easy once you migrate.
Identity Attack0.08666438
Insult0.027730936
Profanity0.011816809
Threat0.0060778605
Severe Toxicity0.0021266937
Low Tox 0.10522962 Moderate Con 0.435 Economic_Argument
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
These countries attracting immigrants who strengthen the country
These countries attracting immigrants who strengthen the country
Identity Attack0.050443888
Insult0.016024929
Profanity0.018802373
Threat0.0074048014
Severe Toxicity0.0023269653
Low Tox 0.06896287 Low Con 0.278 Solidarity
Feb 13, 2026 Inside Canada's Indian Invasion...
A concern is the pivot toward foreign military recruitment. If extortion and fraud isn't enough of a problem now, consider future disloyaly risks with our military. And here we go again, with 'express entry' and …
A concern is the pivot toward foreign military recruitment. If extortion and fraud isn't enough of a problem now, consider future disloyaly risks with our military. And here we go again, with 'express entry' and even an invitation to reply. Watch that back door. Also, way too much money is leaving the country. It's not just about attracting investment but getting it to stay. The immigration policies, ironically, are 'not' diversified.
Identity Attack0.015757138
Insult0.022448512
Profanity0.011663092
Threat0.0076766624
Severe Toxicity0.001335144
Low Tox 0.056263726 Constructive 0.632 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Its always always about attracting "doctors and engineers" whereas the overwhelming majority of Immigrants that I encounter here in AB is from low income groups. Besides of that having a degree from outside of Canada …
Its always always about attracting "doctors and engineers" whereas the overwhelming majority of Immigrants that I encounter here in AB is from low income groups. Besides of that having a degree from outside of Canada might help you to enter the country but has no practical value inside of it. All the engineers that I know here had to re-study in Canada again.
Identity Attack0.035331827
Insult0.019161236
Profanity0.010296722
Threat0.0059775305
Severe Toxicity0.0011777878
Low Tox 0.050078966 Constructive 0.719
Nov 26, 2025 Quebec Ends Economic Immigration Program …
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains …
Education is a Migration Pathway that is why education has increasingly become a gateway for migration, especially in countries like Canada, the UK, Australia, and New Zealand. These countries benefit in multiple ways: Economic gains from international tuition fees. Young labor to support aging populations. Potential future immigrants who are already educated and adapted to the country. Governments often design these systems intentionally — international students are part of their immigration and economic growth strategies, not just passive victims or actors. India has a massive, educated, English-speaking population. India has the largest pool of college graduates who are English-proficient, making them eligible and attractive for global mobility. Canadian colleges and universities actively recruit in India because it's a guaranteed market. Some Canadians have prioritized volume over quality, which has led to systemic issues. You are not alone England, Australia and New Zealand are milking Indians too
Identity Attack0.011321344
Insult0.013592913
Profanity0.011765569
Threat0.0063885585
Severe Toxicity0.0011014938
Low Tox 0.02779579 Constructive 0.646
Oct 2, 2025 IRCC Names India in Study …

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.