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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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Search comment text, filter by category or toxicity level
Active: "He have not education and …" 296 comments · Page 12 of 12
Get organised..get fit..learn hand to hand combat..obtain the tools needed..educate others..Embrace your Faith and Heritage!
Get organised..get fit..learn hand to hand combat..obtain the tools needed..educate others..Embrace your Faith and Heritage!
Identity Attack0.008583503
Insult0.012338906
Profanity0.010792031
Threat0.008764107
Severe Toxicity0.0014209747
Low Tox 0.033806015 Moderate Con 0.405 Call_To_Action
Mar 1, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Don't forget Harper's campaign slogan was.......@TRUDOPE HE'S JUST NOT READY>>>>this is now proven, even though it was apparent to the educated and critical thinking citizens that were born here and lived the CND lifestyle.
Don't forget Harper's campaign slogan was.......@TRUDOPE HE'S JUST NOT READY>>>>this is now proven, even though it was apparent to the educated and critical thinking citizens that were born here and lived the CND lifestyle.
Identity Attack0.0017851467
Insult0.020192537
Profanity0.009869732
Threat0.0059775305
Severe Toxicity0.0008249283
Low Tox 0.03309893 Moderate Con 0.41 Policy_Critique
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
There is a bright side to this; the people going back to their home countries will help lift the standard of living for their country of origin based on the education and skills obtained in …
There is a bright side to this; the people going back to their home countries will help lift the standard of living for their country of origin based on the education and skills obtained in Canada.
Identity Attack0.02037963
Insult0.012338906
Profanity0.009570839
Threat0.006110225
Severe Toxicity0.0010108948
Low Tox 0.03192045 Constructive 0.52
Nov 24, 2025 Quebec Ends Economic Immigration Program …
To be here as a citizen today, I had to pay CAD$35.000 for a two years program in Toronto. But to get the study visa I had to prove a lot of things, including money, …
To be here as a citizen today, I had to pay CAD$35.000 for a two years program in Toronto. But to get the study visa I had to prove a lot of things, including money, proof that I had paid the college (at least 1st year), English, a Bachelor degree (education), a clear criminal history, and what attach me to my country. I had to study hard, and only after graduation I could have 3y work permit. By working in Canada I could get more point to become a permanent resident. After 2y having my PR, I could get the citizenship, but I had to prove I pay taxes, clear criminal history, and other things that show I would be a good citizen. So, I worked (and still work) hard, I am currently in two jobs and at school taking my masters, I respect the laws, I respect the culture (I never tried to impose mine), and I pay over CAD$10.000 in taxes per year on my income. That said, I feel as a slap on my face when fraudulent and dishonest people are able to be here cheating the system in any way. Some people may say I am an immigrant against immigration. NO, I am in favor of people taking the right path to immigrate, and make real contributions for this country, not coming to be scammers and criminals.
Identity Attack0.0076955543
Insult0.017227544
Profanity0.015079016
Threat0.006492125
Severe Toxicity0.0011730194
Low Tox 0.03192045 Constructive 0.774
Oct 10, 2025 IRCC Names India in Study …
Okay so we can try and learn about other cultures in a professional way or like educated way but lets be cautious that not everyone may like this
Okay so we can try and learn about other cultures in a professional way or like educated way but lets be cautious that not everyone may like this
Identity Attack0.012340514
Insult0.012110904
Profanity0.0166845
Threat0.007145886
Severe Toxicity0.0012969971
Low Tox 0.031449065 Constructive 0.551 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
We didn’t keep up our infrastructure expansion at the same rate as our growth through immigration over the last few years. Jobs,hospital personal and bed space, schools, housing (affordable )etc are all overwhelmed and can’t …
We didn’t keep up our infrastructure expansion at the same rate as our growth through immigration over the last few years. Jobs,hospital personal and bed space, schools, housing (affordable )etc are all overwhelmed and can’t cope with the higher numbers. Because of that our children and seniors are high risk for lower education and health care provision etc.
Identity Attack0.009619443
Insult0.011236899
Profanity0.00950252
Threat0.006045496
Severe Toxicity0.0008869171
Low Tox 0.02543884 Constructive 0.633 Policy_Critique
Jun 17, 2025 5 likes How Canada broke its immigration …
Canadian here, I love Indians, hard working people, respectful with a low crime rate, good food, good music, I love my Indian neighbours here in Canada, very peaceful and trustworthy and very educated.
Canadian here, I love Indians, hard working people, respectful with a low crime rate, good food, good music, I love my Indian neighbours here in Canada, very peaceful and trustworthy and very educated.
Identity Attack0.015757138
Insult0.010248893
Profanity0.015318131
Threat0.007948523
Severe Toxicity0.0017547607
Low Tox 0.02449606 Constructive 0.665 Solidarity
Feb 24, 2026 Inside Canada's Indian Invasion...
Making Indigenous languages official in Canada faces struggles due to the deep, ongoing impact of colonization (residential schools, assimilation policies), the sheer number of endangered languages (over 70), lack of constitutional protection like English/French have, …
Making Indigenous languages official in Canada faces struggles due to the deep, ongoing impact of colonization (residential schools, assimilation policies), the sheer number of endangered languages (over 70), lack of constitutional protection like English/French have, funding gaps, and challenges implementing legislation like the Indigenous Languages Act effectively, despite strong community efforts for revitalization. The core issue is moving beyond mere documentation to ensuring effective support for daily use, education, and government services, a goal hindered by historical trauma and systemic neglect.  Key Struggles & Challenges: Colonial Legacy: Policies like the Indian Act and residential schools suppressed languages, causing massive loss, with trauma still affecting intergenerational transmission. Constitutional Gap: Unlike English and French, Indigenous languages lack explicit, strong constitutional rights (e.g., in the Charter) for government services, as noted in this article from indigenouswatchdog.org. Urgency & Scarcity: Most of Canada's 70+ Indigenous languages are endangered, with many facing imminent extinction, requiring immediate action from the last fluent elders. Implementation of Legislation: The Indigenous Languages Act (2019) aims to support revitalization, but it's criticized for being non-binding and not creating effective rights, meaning legal recognition doesn't always translate to real-world resources or services. Funding & Resource Gaps: While funding exists, it's often insufficient, limited in scope, or not reaching grassroots efforts effectively, making comprehensive revitalization difficult. Integration Challenges: Integrating Indigenous languages into education (K-12, higher ed) and public services (health, justice) remains a significant hurdle, even where there's political will, as seen in territories with official Indigenous languages.
Identity Attack0.009471451
Insult0.013668913
Profanity0.010621235
Threat0.006550381
Severe Toxicity0.00091552734
Low Tox 0.023906821 Constructive 0.629 Policy_Critique
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
Do the international students complaining about how they have to pay more for university than Canadian citizens not realize that we pay taxes that goes towards subsidizing our education?
Do the international students complaining about how they have to pay more for university than Canadian citizens not realize that we pay taxes that goes towards subsidizing our education?
Identity Attack0.0076585566
Insult0.0116169015
Profanity0.00951106
Threat0.0058448366
Severe Toxicity0.00064849854
Low Tox 0.020607091 Moderate Con 0.441
Oct 8, 2025 7 likes Inside Canada's Indian Metropolis (Brampton)
At this point what has not reached a breaking point? Healthcare, education, infrastructure, inflation, housing. But hey don't worry, elows up and we can do this right
At this point what has not reached a breaking point? Healthcare, education, infrastructure, inflation, housing. But hey don't worry, elows up and we can do this right
Identity Attack0.002293867
Insult0.0105148945
Profanity0.011697251
Threat0.0066668927
Severe Toxicity0.0008201599
Low Tox 0.019728716 Moderate Con 0.344 Policy_Critique
Jan 20, 2026 Why Canada’s immigration system has …
Do the students pay for education or are they scholarships paid by the government.
Do the students pay for education or are they scholarships paid by the government.
Identity Attack0.0029598286
Insult0.008842885
Profanity0.010587076
Threat0.006162008
Severe Toxicity0.0005578995
Low Tox 0.01646154 Low Con 0.237
Nov 28, 2025 Quebec Ends Economic Immigration Program …
It is not as simple as more or less people. The first woman in the story was an educated working professional. Canada wants and needs people like that. Canada just needs to do a better …
It is not as simple as more or less people. The first woman in the story was an educated working professional. Canada wants and needs people like that. Canada just needs to do a better job of screening people coming in. Canada still needs good capable people coming in.
Identity Attack0.0050687063
Insult0.008880884
Profanity0.009289024
Threat0.006272047
Severe Toxicity0.0005578995
Low Tox 0.01419965 Constructive 0.526 Policy_Critique
Feb 12, 2026 2 likes Canada's tighter immigration policy divides …
Canada needs to step back and reassess the plan for immigration and refugees. Housing, jobs, healthcare, education, cost of living, and in general all resources are already strained. We need to prioritize the application for …
Canada needs to step back and reassess the plan for immigration and refugees. Housing, jobs, healthcare, education, cost of living, and in general all resources are already strained. We need to prioritize the application for citizenship of trained and educated workers that are needed and will benefit our economy.
Identity Attack0.0057346676
Insult0.0075698765
Profanity0.009015751
Threat0.0061749537
Severe Toxicity0.0005865097
Low Tox 0.011874928 Constructive 0.577
Nov 27, 2025 Quebec Ends Economic Immigration Program …
The question is who is going to pay for the pension, education and health system if there is less workers???
The question is who is going to pay for the pension, education and health system if there is less workers???
Identity Attack0.00258985
Insult0.007341875
Profanity0.009869732
Threat0.0064532873
Severe Toxicity0.0006723404
Low Tox 0.011749268 Low Con 0.272 Question
Jan 20, 2026 3 likes Why Canada’s immigration system has …
How can they not know if students are compliant, how do they get into Canada? Education pathway is a big money making business for canadian institutions and outside education recruiting agents
How can they not know if students are compliant, how do they get into Canada? Education pathway is a big money making business for canadian institutions and outside education recruiting agents
Identity Attack0.003866276
Insult0.008329881
Profanity0.009468361
Threat0.005948403
Severe Toxicity0.0005030632
Low Tox 0.011749268 Low Con 0.265 Policy_Critique
Nov 14, 2025 IRCC Names India in Study …
Question now is how do we correct this. Judicial , Education, Health, social and cultural balance all got to be corrected. How can any political party in a 4 year or 5 year term correct …
Question now is how do we correct this. Judicial , Education, Health, social and cultural balance all got to be corrected. How can any political party in a 4 year or 5 year term correct it?
Identity Attack0.0024788564
Insult0.0076838774
Profanity0.010006369
Threat0.0065633263
Severe Toxicity0.0006008148
Low Tox 0.011372286 Constructive 0.542 Question
Aug 26, 2025 Why Canadians Are Turning Against …
Hopefully, this will stop people smuggling or trafficking of people by unscrupulous education institutions and migration services
Hopefully, this will stop people smuggling or trafficking of people by unscrupulous education institutions and migration services
Identity Attack0.00044882123
Insult0.0041675405
Profanity0.000033624485
Threat0.00004182179
Severe Toxicity0.0000018173884
Low Tox 0.009115721 Policy_Critique
Apr 15, 2025 28 likes
Canada is only providing Education for international students.Once education progrrame is finished, send all foreign students to their home town from where they came.Let candian citezen live peacefully.Why they have to suffer?
Canada is only providing Education for international students.Once education progrrame is finished, send all foreign students to their home town from where they came.Let candian citezen live peacefully.Why they have to suffer?
Identity Attack0.0005124239
Insult0.0012977398
Profanity0.00004849215
Threat0.00033248062
Severe Toxicity0.000003852819
Low Tox 0.0050464505 Policy_Critique
Apr 15, 2025 1 likes
Why is Canada advertising for low skilled workers or is this article related to bull droppings ?. Best for them to educate and upgrade those already there.
Why is Canada advertising for low skilled workers or is this article related to bull droppings ?. Best for them to educate and upgrade those already there.
Identity Attack0.00007427224
Insult0.0009764015
Profanity0.00006514715
Threat0.000030003102
Severe Toxicity0.0000020497578
Low Tox 0.0019087809
Apr 14, 2025 3 likes
Canada used and earned money from international students and put so many rules them to leave. Canada doesn't want educated ppl they want refugees to run their country. Those who doesn't even have any language …
Canada used and earned money from international students and put so many rules them to leave. Canada doesn't want educated ppl they want refugees to run their country. Those who doesn't even have any language Proficiency. This country is run by headless ppl. They have to enrol int. Students from other countries not only India. Iran , Sudan they give easy work permit and PR. But those who did Masters studies no points.
Identity Attack0.000442064
Insult0.00022481215
Profanity0.00003744095
Threat0.000044459546
Severe Toxicity0.000002927076
Low Tox 0.00088779686 Policy_Critique
Apr 19, 2025 1 likes

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.