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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: "So now we punish Canada …" 9 comments
Disgusting, changed Canadian cities to Indian cities along with the culture, scams, mess, etc & our government doesn't see this bc its all done on purpose to punish the "white ppl mentality" all woke idealogy. …
Disgusting, changed Canadian cities to Indian cities along with the culture, scams, mess, etc & our government doesn't see this bc its all done on purpose to punish the "white ppl mentality" all woke idealogy. Canada, yeah ... all BS
Identity Attack0.5135796
Insult0.5270482
Profanity0.17566866
Threat0.012596053
Severe Toxicity0.023692908
Moderate 0.5559701 Moderate Con 0.31 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
The CIA actually harbour Khalistani terrorist who have killed innocent civilian in the 1984 plane bombing- mind you no one was punished because Canada and US were involved in the killing of Hindus. American have …
The CIA actually harbour Khalistani terrorist who have killed innocent civilian in the 1984 plane bombing- mind you no one was punished because Canada and US were involved in the killing of Hindus. American have also been invoved in 2008 Mumbai attack- this time they supported Pakistani Islamic Jehadi to kill 300 Hindus in Mumbai. In return, the Pakistani rape gang raped thousands of white chilrdren (even though west supported pakistan)
Identity Attack0.5612457
Insult0.4339631
Profanity0.2801717
Threat0.44942492
Severe Toxicity0.16960317
Moderate 0.52272606 Moderate Con 0.399 Identity Attack Unverified_Claim
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
India should be suspended in sending students to Canada . This is a punishment for doing all these fraudsters students.
India should be suspended in sending students to Canada . This is a punishment for doing all these fraudsters students.
Identity Attack0.40447855
Insult0.43296707
Profanity0.06746418
Threat0.03718498
Severe Toxicity0.016900165
Moderate 0.4269174 Low Con 0.172
Sep 28, 2025 IRCC Names India in Study …
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact …
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact people from abroad and make them come in Canada, then they take their money as fees and then flash! No such college existed. And foreign people are trapped there. Also, hire qualified people with degrees like the USA does. Indians are living in USA too, but it's not such a big problem in USA BCOS of their policies. Not everyone is wrong,but make sure to punish the wrong one's. Imply tough rules on cleanliness and job hirings. Instead of banning people from these countries, imply strict regulations on them. For indians or any other communitee:- Shame on you guys, no one is saying you to leave your culture or something. It's just that be like a Canadian, give jobs to other communities too. Maintain cleanliness standards of Canada, not india or any country. Follow canadian driving rules rather then any other countries. You should be grateful for them to accept you, now you should accept them too. Thankyou.
Identity Attack0.33352965
Insult0.31740165
Profanity0.27882218
Threat0.009359611
Severe Toxicity0.02258113
Moderate 0.37751234 Constructive 0.745
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Ilegal migrants from India are a serious problem for Canada and US. That's why tariffs are a tool to punish liberals for this lack of attention to this problem
Ilegal migrants from India are a serious problem for Canada and US. That's why tariffs are a tool to punish liberals for this lack of attention to this problem
Identity Attack0.40883094
Insult0.16266862
Profanity0.021466793
Threat0.012337137
Severe Toxicity0.013801457
Moderate 0.33587718 Constructive 0.586
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
No good deed goes punish. This is Canada mistake don't blame the Indian because you are that allow it.
No good deed goes punish. This is Canada mistake don't blame the Indian because you are that allow it.
Identity Attack0.316
Insult0.08508729
Profanity0.018597418
Threat0.010084574
Severe Toxicity0.007171631
Low Tox 0.28312725 Moderate Con 0.323 Moral_Argument
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about …
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about the illigal immigrants and I totally agree that all the illigal immigrants should not only be deported but should also be punished strictly and I get it that it's frustrating that people are not following the rules or people are doing bad stuff there but the thing is not only the content but also the intent behind the making and releasing this video, you could have mentioned illigal immigration but you choose to use words like Indian invasion and giving a name to a specific event would cause racism and hate towards the community as well as for the country, The way you showed the clips of specific people showing middle finger in cars I can show a tons of videos of native candains doing the same thing but then it's morally wrong because everyone's not same, same way just check out there's a lot of people who does bad things in public who are the citizens of Canada and who are doing bad stuff, imagine I make a video saying that "The stupid canadians who doesn't follow rules" that video will also show partial truth of some Canadians doing stupid things but associating Canada's name would spread racism against them which is wrong, same way you could've made a video on illigal immigrants who came from india but you choose to get more engagement by using racist terms and things which will make people think that all indians are same, in conclusion I just want to say that in america the highest earners are American-indians and I really thank us government for giving opportunities to them but they not only worked hard for those opportunities but they also worked more then the Americans to get to the top, if the America would have a better person to be the ceo of Google then sundar pichai must have been in india but since he's the best he's at the top same way every american-indian or legal immigrants not only worked hard to get there but also worked more to reach where they are, YOU HATE US, CAUSE YOU AIN'T US. (If you have talent skills and passion come to India and try to become ceo of Reliance industries or TATA group and if you really manage to do it I will not only say sorry but I will myself get all the Indians out of Canada) ✌️♌
Identity Attack0.27991617
Insult0.16337912
Profanity0.07514556
Threat0.058826666
Severe Toxicity0.014382465
Low Tox 0.27525392 Constructive 0.818 Moral_Argument
Feb 5, 2026 2 likes Inside Canada's Indian Invasion...
There are very few legitimate "War Refugees" in Canada. Most of these people are economic migrants using our system against us. Why does our government favor foreigners over our own people? Seriously, I would like …
There are very few legitimate "War Refugees" in Canada. Most of these people are economic migrants using our system against us. Why does our government favor foreigners over our own people? Seriously, I would like to know. Everything the Liberal Party Mafia does is punishment for people for being Canadian.
Identity Attack0.25647953
Insult0.12702756
Profanity0.017436003
Threat0.010835429
Severe Toxicity0.005569458
Low Tox 0.2540519 Constructive 0.505 Unverified_Claim
Feb 27, 2026 10 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
English and French colonization had a devastating and intentional impact on the Indigenous languages of Canada, leading to the severe endangerment and, in some cases, extinction of many languages. This was achieved through explicit colonial …
English and French colonization had a devastating and intentional impact on the Indigenous languages of Canada, leading to the severe endangerment and, in some cases, extinction of many languages. This was achieved through explicit colonial policies aimed at cultural assimilation and the suppression of Indigenous identities.  Key Impacts of Colonization Forced Assimilation via Residential Schools: The most significant factor in language loss was the government-funded, church-run residential school system, which operated from the 19th century to the late 20th century. Indigenous children were forcibly removed from their families and communities and sent to these schools. Punishment for Speaking Native Tongues: In the schools, children were forbidden to speak their Indigenous languages and were often subjected to severe physical, emotional, and sexual abuse if they did. Intergenerational Trauma and Knowledge Loss: The experience in residential schools caused profound trauma. Survivors often did not teach their children their traditional languages, partly out of fear of punishment and partly because their own fluency had been impacted, which inhibited the languages from being passed to the next generation. Discriminatory Legislation: The Indian Act: This legislation, along with other colonial policies, was used to suppress Indigenous cultural expression, including language. Official Languages Act: Canada's official language policies recognize only English and French as dominant languages, effectively marginalizing the over 60 distinct Indigenous languages that existed on the land long before European settlement. Dispossession of Land: Forcible removal of Indigenous communities from their traditional lands and onto reserves disrupted the deep connection between language, culture, and the natural environment. Indigenous languages often encode unique knowledge about local ecosystems, which was lost when communities were displaced. Social Stigmatization: Colonial ideologies viewed Indigenous cultures and languages as "inferior" or "savage," promoting English and French as the languages of "modernity" and "progress". This created a social hierarchy where speaking an Indigenous language could be a barrier to education and employment opportunities in the dominant society.  Current Situation and Revitalization Efforts The legacy of these policies has resulted in low numbers of fluent Indigenous language speakers today, with many languages considered endangered or critically endangered. However, there are significant ongoing efforts toward language revitalization.  The Canadian federal government passed the Indigenous Languages Act in 2019, which aims to support the efforts of Indigenous peoples to reclaim, revitalize, maintain, and strengthen their languages. Indigenous communities, educational institutions, and organizations are actively working to preserve languages through immersion programs, community initiatives, and documentation. UNESCO has declared 2022 to 2032 the International Decade of Indigenous Languages to draw global attention to the urgent need for preservation and promotion.
Identity Attack0.026408968
Insult0.019934712
Profanity0.014122557
Threat0.008738215
Severe Toxicity0.0016593933
Low Tox 0.04735767 Constructive 0.612 Moral_Argument
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …

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.