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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: "The Canadian government just import …" 37 comments · Page 2 of 2
The governance of Canada produced that church full of homeless people, so the government has imported a cohesive family friendly culturally united community. It would have been nice if Canada could have simply nurtured its …
The governance of Canada produced that church full of homeless people, so the government has imported a cohesive family friendly culturally united community. It would have been nice if Canada could have simply nurtured its own people to support a Canadian culture. . . but that's not profitable. It seems that to survive in the face of Canadian Liberal governance . . . native Canadians need to learn from the Indians . . . to look after themselves in each community.
Identity Attack0.052490227
Insult0.026315894
Profanity0.010587076
Threat0.0059160385
Severe Toxicity0.0016117096
Low Tox 0.081625134 Constructive 0.521
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this …
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this time it is happening through modern immigration and citizenship policies rather than conquest. Brampton is increasingly becoming Indian-dominant, not because of organic assimilation, but because Canadian government policies have allowed unchecked immigration, easy pathways to citizenship, and weak enforcement against illegal overstays. This demographic shift is a direct consequence of Canadian governance decisions, not the actions of immigrants alone. It is also important to acknowledge an uncomfortable reality: while many Indians in Brampton are hardworking, skilled, and law-abiding, there are individuals living there who are reportedly facing criminal charges or are wanted in India, yet continue to remain abroad due to legal loopholes, slow extradition processes, or a lack of coordination between governments. Ignoring this issue only undermines trust and accountability. Ultimately, the responsibility lies with the Canadian government. Citizenship is granted by Canada, not India. If Brampton is changing rapidly in its cultural and demographic makeup, it is because policymakers chose growth without proper planning, enforcement, or integration. History shows that when governments ignore demographic balance and social cohesion, long-term consequences follow—regardless of which group is involved.
Identity Attack0.04538634
Insult0.0279513
Profanity0.013985921
Threat0.0074436385
Severe Toxicity0.0020599365
Low Tox 0.079250954 Constructive 0.67
Jan 4, 2026 Inside Canada's Indian Metropolis (Brampton)
In Canada, for the past 10 years, it's more important to have DYI than it is to have qualified people in Canadian government- bottom line !
In Canada, for the past 10 years, it's more important to have DYI than it is to have qualified people in Canadian government- bottom line !
Identity Attack0.016460562
Insult0.034011267
Profanity0.013063621
Threat0.0066280556
Severe Toxicity0.0018596649
Low Tox 0.077668175 Moderate Con 0.367 Policy_Critique
Mar 1, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Unplanned immigration policy of present government is causing problems like employment housing and also in some extent in culture. * Government is not encouraging entrepreneurs in creating labor oriented manufacturing companies. Companies those employing more …
Unplanned immigration policy of present government is causing problems like employment housing and also in some extent in culture. * Government is not encouraging entrepreneurs in creating labor oriented manufacturing companies. Companies those employing more labor should be less taxed. BYE CANADIAN Only. HI TAX for imported goods. * Build thousands condominiums by government and rent them to low income people. Decentralized from major cities. * Lower the TAX like USA * Implement Health insurance like USA. Easy Medical loan who needed. * Women should be encouraged to take babies and raise kids for population growth. Increase child benefits and handsome pregnancy award to give birth. Maternity benefits for 3 years. * Culture is freedom of choice on one hand and it should be practiced in private places or in closed boundaries. There should not be any national culture or majority culture. All should respect each other and don't try to impose anything to others. So no public display or disturbances by culture issues. * Omitting bilingual system of English French. It's very stupidity. In office or workplaces ONLY English Please. Quebec only French. Not both. Government language only English. In private places you speak anything but outside only English. It could be broken English but English. It's important. The solutions are in front of us, government don't want to act
Identity Attack0.0233943
Insult0.028171662
Profanity0.014054239
Threat0.0067186756
Severe Toxicity0.002298355
Low Tox 0.075294 Constructive 0.684 Policy_Critique
Sep 15, 2025 Why Canadians Are Turning Against …
“ Charity begins at home” , the Canadian government should worry about helping Native Communities in Northern Canada, eradicating homelessness, drug addiction, and should stop importing poverty.
“ Charity begins at home” , the Canadian government should worry about helping Native Communities in Northern Canada, eradicating homelessness, drug addiction, and should stop importing poverty.
Identity Attack0.018168874
Insult0.026444806
Profanity0.0093915025
Threat0.007598988
Severe Toxicity0.001373291
Low Tox 0.0665887 Moderate Con 0.33 Policy_Critique
Nov 25, 2025 Quebec Ends Economic Immigration Program …
This is an immigration and refugee lawyer who owns a law firm and actively represents refugees/asylum seekers and immigrants from other countries who want not wish to become fully Canadian citizens My very important question …
This is an immigration and refugee lawyer who owns a law firm and actively represents refugees/asylum seekers and immigrants from other countries who want not wish to become fully Canadian citizens My very important question to her As the principle Is how are you paid for your legal services and representation Lawyers always tell me they can be referred to by Law society of Canada For a 30 minute free legal consultation But once that is paid out by that association that is where lawyers and para legal professionals pay dues to join Then it’s up to those professionals to charge Hourly fee flat rate And All additional charges associated with the file/case law once opened and documents signed So how much does it cost to 1. Refugees claims 2. Asylum seekers claims 3. Immigration claims 4. Detainee claims 5. Deportation claims in the form of Appeals How many can they have Who pays these professionals? When media such as CBC Also government employees who are paid by the federal government Do not ask these questions Which are again Paid to NGOs By us poor taxpayers!!!!! Towards these professionals who represent economic migration and only cost us Canadians more money
Identity Attack0.031206898
Insult0.025026767
Profanity0.012892825
Threat0.0064144502
Severe Toxicity0.0018501282
Low Tox 0.061444655 Constructive 0.776
Dec 25, 2025 1 likes Deportations From Canada at Their …
For over a century, hardworking Sikh Punjabi community has been an integral part of Canada’s growth and prosperity. Their contributions span agriculture, industry, public service, and cultural life—strengthening the fabric of Canadian society. In recent …
For over a century, hardworking Sikh Punjabi community has been an integral part of Canada’s growth and prosperity. Their contributions span agriculture, industry, public service, and cultural life—strengthening the fabric of Canadian society. In recent time, concerns have emerged about indian government covert operations linked to foreign non sikh actors. It is important that Canada remains vigilant against any external threats to its sovereignty, especially when such actions undermine public safety or democratic values.
Identity Attack0.038425524
Insult0.020643732
Profanity0.012346277
Threat0.008582866
Severe Toxicity0.0017642975
Low Tox 0.050326355 Constructive 0.606 Solidarity
Sep 30, 2025 IRCC Names India in Study …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of familiarity and comfort. Brampton’s story reflects this same human instinct to find community and preserve traditions in a new place without disturbing the territorial harmony(but that didn't go well). At the same time, Indian culture and values are inherently inclusive, with a long history of adapting and coexisting with diverse communities. The real challenge lies not in immigrants forming close-knit groups, but in how well both newcomers and longtime residents accept and integrate with each other. When mutual respect and openness exist, diversity becomes a strength rather than a division. That said, the scale and pace of Brampton’s demographic change raise important policy questions. The Canadian government should have anticipated and planned for this transformation much earlier. Whether they did not act, or could not act, is a question only they can answer but it is central to understanding today’s challenges.
Identity Attack0.031464707
Insult0.018323302
Profanity0.016172111
Threat0.0072882893
Severe Toxicity0.0016307831
Low Tox 0.042657252 Constructive 0.725 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Our governments are making decisions about important things to Canadians that Canadians never voted for ....
Our governments are making decisions about important things to Canadians that Canadians never voted for ....
Identity Attack0.025806036
Insult0.014960921
Profanity0.009681856
Threat0.0061166976
Severe Toxicity0.0010585785
Low Tox 0.040430736 Moderate Con 0.379 Policy_Critique
Nov 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Two words: Country Caps. Preserve Canadian culture, my family assimilated to Canada when they came generations ago. Now the government is wholesale importing another country's culture and wondering why there are problems.
Two words: Country Caps. Preserve Canadian culture, my family assimilated to Canada when they came generations ago. Now the government is wholesale importing another country's culture and wondering why there are problems.
Identity Attack0.014953227
Insult0.014884921
Profanity0.009536679
Threat0.0059807673
Severe Toxicity0.0009202957
Low Tox 0.034041706 Constructive 0.542
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
This is why managing immigration is very important. Rapid demographic change is very disruptive. it's the government's job to manage the flow of immigration better. Of course the Canadian government under Trudeau did the exact …
This is why managing immigration is very important. Rapid demographic change is very disruptive. it's the government's job to manage the flow of immigration better. Of course the Canadian government under Trudeau did the exact opposite of that.
Identity Attack0.00880549
Insult0.013516913
Profanity0.009442741
Threat0.0061749537
Severe Toxicity0.00071048737
Low Tox 0.02779579 Constructive 0.584
Sep 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Maybe with a new, and NOT Liberal, government, family breadwinners can earn enough so that Canadians can affort to have the children that will make it not so necessary to import workers. It wouldn't be …
Maybe with a new, and NOT Liberal, government, family breadwinners can earn enough so that Canadians can affort to have the children that will make it not so necessary to import workers. It wouldn't be so bad if immigrants (not all - I know) didn't bring all their frustrations and anger from their home with them into our society. Currently immigration causes way too much friction and divisivness in Canada. They bring their problems with them They need to solve those issues in their home countries. We don't need those problems to be faught here in our peaceful country.
Identity Attack0.00075307256
Insult0.0003533653
Profanity0.000024432342
Threat0.000047496353
Severe Toxicity0.0000027140154
Low Tox 0.0014553746 Policy_Critique
Apr 14, 2025

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.