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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: "We need to continue to …" 37 comments · Page 2 of 2
Dear everyone, Culture is a constantly changing phenomenon. If you had visited Canada 500 years ago, you would have seen Indigenous tribes living on this land with their own cultural values. Two hundred years ago, …
Dear everyone, Culture is a constantly changing phenomenon. If you had visited Canada 500 years ago, you would have seen Indigenous tribes living on this land with their own cultural values. Two hundred years ago, European culture became more prominent, but it was still a very different place from what we see today. Family values were strong, and who your family was often determined much of your future. Now, Canadian culture is changing once again. The arrival of Indian immigrants will inevitably influence Canadian culture, whether people like it or not. Some may try to resist—perhaps through a kind of “Trumpism”—but that will only provide temporary comfort. In the long run, Canadian culture will continue to evolve with the influx of newcomers. Today it is Indians; in the coming decades, it may be another nationality. The key point is to embrace change—and perhaps change ourselves in the process. For example, the rise in homelessness is tied more to social and economic issues than to immigration. Family structures among white Canadians are becoming less central in people’s lives, and religion is also losing influence. Parenting values are often shaped by fleeting psychology trends and “helicopter parenting,” leaving many children without the strong foundation they need. Perhaps there is something to learn from Indian immigrants about building families, fostering strong connections, and strengthening community ties. Thank you.
Identity Attack0.10221587
Insult0.031697463
Profanity0.015693882
Threat0.007314181
Severe Toxicity0.0031280518
Low Tox 0.11140333 Constructive 0.718 Moral_Argument
Sep 19, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl with IELTS comes to Canada, then calls her husband here. Many of these are nothing more than contract marriages, where once the boy arrives, they go their separate ways. This is blatant abuse of the system and has created a wave of people entering Canada without even basic English skills. IRCC needs to wake up and fix this. Students on study or work visas must not be allowed to bring their spouses. If someone wants to come, let them take an English test themselves and prove they’re qualified. Study permits should only be issued for genuine university students, not random private colleges being used as back doors into the country. On top of that, no work permits should be given while on a study visa. Employers who hire students illegally on cash as cheap labour should face strict penalties, heavy fines, and blacklisting. Until these loopholes are closed, Canada’s immigration system will continue to be exploited and lose credibility. IRCC, this is not immigration — this is fraud facilitated by weak laws.
Identity Attack0.05089863
Insult0.045007613
Profanity0.015147334
Threat0.0071070488
Severe Toxicity0.0025558472
Low Tox 0.1104733 Constructive 0.664 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …
Tell those expired visa holders there's no need to worry. Our liberal government has no way of tracking them to remove them. Canada will continue to suffer until the Liberals are out.
Tell those expired visa holders there's no need to worry. Our liberal government has no way of tracking them to remove them. Canada will continue to suffer until the Liberals are out.
Identity Attack0.03223813
Insult0.033019636
Profanity0.012277958
Threat0.017328756
Severe Toxicity0.0025749207
Low Tox 0.10870059 Moderate Con 0.317 Policy_Critique
Feb 9, 2026 3 likes 2.9 million Canadian temporary visas …
Without immigration Canada would fall... Canadians on their own do not have enough children to sustain the numbers to keep our economy stable. That's why the process is supposed to take awhile, have checks and …
Without immigration Canada would fall... Canadians on their own do not have enough children to sustain the numbers to keep our economy stable. That's why the process is supposed to take awhile, have checks and applications, so we are not just bringing in people, we are bringing in a sustainable number of people that will embrace being Canadian. We need to continue that. What we don't need is an influx of people who have not gone through the process, who do not understand they are being giving an opportunity to join us, and who are willing to be Canadian. No one wants to strip people of their history, but if you are leaving your country, you are doing it because you want something better, something different... the only way you get that is if you embrace where you are, not try and change it to what you left.
Identity Attack0.053854458
Insult0.03511308
Profanity0.014088398
Threat0.0079873605
Severe Toxicity0.0030517578
Low Tox 0.10739898 Constructive 0.669
Aug 26, 2025 Why Canadians Are Turning Against …
On point! He should be back as Minister of IRCC. He understands that people are gaming the system. Canada’s immigration system is being exploited by many international students, temporary workers, illegal immigrants, and even tourist …
On point! He should be back as Minister of IRCC. He understands that people are gaming the system. Canada’s immigration system is being exploited by many international students, temporary workers, illegal immigrants, and even tourist visa holders. IRCC is now granting repeated extensions on tourist visas. Why are they allowing these extensions? What are these individuals expected to do in Canada for years? Many tourist visa holders have been in Canada for several years — not necessarily because they refuse to leave, but because IRCC keeps extending their status. Some of these individuals end up working illegally, taking jobs from Canadian youth and citizens, and adding pressure to the housing market. The increasing numbers of asylum claimants, international students, temporary work permit holders, tourist visa holders, and undocumented individuals are placing strain on Canada and its citizens. IRCC needs to strictly follow the law and enforce regulations. If not, Canada’s immigration system will continue to be exploited, and abusive individuals or even criminals could find it easier to enter the country.
Identity Attack0.036105253
Insult0.043250903
Profanity0.014327513
Threat0.007340072
Severe Toxicity0.0023555756
Low Tox 0.10696511 Constructive 0.818 Policy_Critique
Feb 17, 2026 9 likes LILLEY UNLEASHED: The fall of …
Way too many and jobs Canadians need are being taken. Homeless shelters at capacity . healthcare crashing. Canada already crashing financially and they continue to bring 3rd world into a country needing to breathe. Also …
Way too many and jobs Canadians need are being taken. Homeless shelters at capacity . healthcare crashing. Canada already crashing financially and they continue to bring 3rd world into a country needing to breathe. Also 'Secret RCMP report warns Canadians may revolt once they realize how broke they are within 5 years' This report came out in 2024.
Identity Attack0.050671257
Insult0.032799274
Profanity0.011782649
Threat0.00823333
Severe Toxicity0.0025939941
Low Tox 0.102192536 Constructive 0.531 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Trudeau imports them, pays them to move here, knowing they will vote liberal, therefore keeping him in his place, we cant house or feed our own people, but will continue to bring in millions more. …
Trudeau imports them, pays them to move here, knowing they will vote liberal, therefore keeping him in his place, we cant house or feed our own people, but will continue to bring in millions more. We need ice north of the border. Please.
Identity Attack0.02721288
Insult0.02657372
Profanity0.011219022
Threat0.009618527
Severe Toxicity0.002708435
Low Tox 0.08795626 Moderate Con 0.481 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming one group. The reality is that the Canadian government failed first by not properly managing immigration volumes, not enforcing document verification, and not honestly assessing whether the country could support such rapid population growth. That policy failure created pressure on housing, jobs, and social systems long before resentment followed. We also need honesty within the Indian community. Some Indians struggle to adapt being overly loud, culturally rigid, and sometimes lacking empathy for Canadian norms and shared public spaces. I studied Canadian and Indigenous history in school, and respecting that history matters. Assimilation doesn’t mean abandoning your culture, but it does mean understanding and respecting the society you chose to join. Cultural education should be expected, not optional. That said, one Indian doing something wrong does not make all Indians bad. Most Indian students and workers I know are hardworking, punctual, and serious about contributing. I’ve personally worked minimum-wage jobs for years, and what I noticed was not jobs being “taken,” but fewer Canadian youth willing to stay in or commit to these roles long-term. Indians didn’t replace Canadians, they filled vacancies that already existed. I also briefly volunteered helping the homeless, and what I saw was honestly shocking. It’s not that the government isn’t trying to help there are rehabilitation programs and support systems in place. The difficult truth is that a significant portion of the homeless population struggles with substance abuse and refuses treatment because it requires giving up drugs. Over time, homelessness itself starts to function like a culture, where benefits and assistance unintentionally enable continued substance use rather than recovery. This is an uncomfortable reality people don’t like to talk about. None of this is simple. Immigration didn’t break Canada, and neither did one community. Poor policy, weak enforcement, lack of accountability, and refusal from governments and individuals to adapt responsibly is what brought us here. Blame is easy. Honest solutions are not.
Identity Attack0.023193322
Insult0.028832749
Profanity0.015010698
Threat0.0068869707
Severe Toxicity0.0016117096
Low Tox 0.06817148 Constructive 0.823 Personal_Narrative
Jan 27, 2026 22 likes Inside Canada's Indian Invasion...
I am a Korean international student studying in Canada. These types of news makes me really frustrated.. I heard that due to these reasons, immigration officers has been taking very long time to process study …
I am a Korean international student studying in Canada. These types of news makes me really frustrated.. I heard that due to these reasons, immigration officers has been taking very long time to process study visa permits. I 100% agree with immigration officers that they need to carefully review the applications, because I also think things like this shouldn’t happen in any countries. But, I’m getting frustrated because this is delaying innocent international students’ visa process as well. I’ve finished my undergraduate studies and I decided to pursue master’s under a professor i met in my current university. I was very excited to study the field, and i applied for study extension visa months ago, and still haven’t gotten any updates from IRCC. So I couldn’t get enrolled in Fall semester. I’m still waiting, and i really hope that i can continue studying.. luckily my professor understood this situation and he said he can hold a position for me, but i’m still very anxious about all the situation. I hope all people who come to Canada are honest and don’t do illegal things. I really want them to realize that they are affecting students who just want to study. They are taking away the opportunity for others to learn.
Identity Attack0.023595277
Insult0.022512967
Profanity0.016957775
Threat0.0077802283
Severe Toxicity0.001783371
Low Tox 0.055274166 Constructive 0.858 Personal_Narrative
Sep 29, 2025 3 likes IRCC Names India in Study …
I have friends and colleagues I care deeply about that will be negatively affected by this... and I still support it! Canada needs to prioritize its citizens and it continues to fail to do this …
I have friends and colleagues I care deeply about that will be negatively affected by this... and I still support it! Canada needs to prioritize its citizens and it continues to fail to do this in so many sectors. It succeeds in others but food and job insecurity, and then housing, are massive issues in this country that could easily be avoided if the government stepped in. It doesn't matter what your political views are - take care of the citizens, even if it hurts people you care about that aren't citizens.
Identity Attack0.007547563
Insult0.024511116
Profanity0.015659723
Threat0.0072365063
Severe Toxicity0.0015163422
Low Tox 0.046368107 Constructive 0.852 Moral_Argument
Jan 19, 2026 2 likes 2.9 million Canadian temporary visas …
If you move to another country you need to be part of their culture and their way of life, speak their language and become one of them..but people love to move to Canada to take …
If you move to another country you need to be part of their culture and their way of life, speak their language and become one of them..but people love to move to Canada to take advantage of all the freedoms and continue doing what they are doing.
Identity Attack0.014048826
Insult0.0114649
Profanity0.010023449
Threat0.0059807673
Severe Toxicity0.0009059906
Low Tox 0.025320992 Moderate Con 0.481 Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Canadians need to realize that democracy continues to exist because of America. Without America we would be taken over. The next superpower will not have democracy or human rights
Canadians need to realize that democracy continues to exist because of America. Without America we would be taken over. The next superpower will not have democracy or human rights
Identity Attack0.0016351287
Insult0.00039178698
Profanity0.000030854175
Threat0.000073747935
Severe Toxicity0.000002959524
Low Tox 0.002143695 Moral_Argument
Dec 8, 2025 14 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.