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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

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Active: "IT DOESN'T MATTER HOW IT …" 38 comments · Page 2 of 2
Indian American here, who spent nearly every summer in Canada growing up (and writing from Canada right now). Not all Indians are created equal, just like any other country. Plus, many are poor and just …
Indian American here, who spent nearly every summer in Canada growing up (and writing from Canada right now). Not all Indians are created equal, just like any other country. Plus, many are poor and just like any other country, social class matters. Canada needs to be way more selective for some time. I love both cultures so it's important that Indian culture doesn't over-run Canadian culture.
Identity Attack0.1294935
Insult0.029273475
Profanity0.013166099
Threat0.0064015044
Severe Toxicity0.0023269653
Low Tox 0.11357342 Constructive 0.843 Policy_Critique
Sep 19, 2025 21 likes Inside Canada's Indian Metropolis (Brampton)
When government leaders focus on population and economic growth that's usually is a sign that they aren't balancing the budget correctly. They're trying to increase tax revenue without increasing taxes. I'd look closer at government …
When government leaders focus on population and economic growth that's usually is a sign that they aren't balancing the budget correctly. They're trying to increase tax revenue without increasing taxes. I'd look closer at government corruption. Overpopulation destroys the environment. Canada is one of the few places on earth that still has an environment. Russia and Australia are the other ones. Russia's strategy is to look sort of like an ogre and it's too cold. Australia's strategy is to look like they harbor too many dangerous animals and the land is too arid. Canada's strategy is to keep higher taxes than the USA and it's too cold. People tend to gravitate toward lower tax and warmer places. Fewer people is better, it doesn't matter what their race is. I did notice the Indians he talked to were patriotic to their adoptive country, that's a good sign. Host nations like when the new people assimilate.
Identity Attack0.022590388
Insult0.06459839
Profanity0.020783609
Threat0.007819066
Severe Toxicity0.0024032593
Low Tox 0.112953395 Constructive 0.711
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
2:47 Read Scruton. The feeling of home is one of the most important aspects of humanity. The fact that they bring inferior cultures doesn't matter as much. The resulting decrease of social cohesion and the …
2:47 Read Scruton. The feeling of home is one of the most important aspects of humanity. The fact that they bring inferior cultures doesn't matter as much. The resulting decrease of social cohesion and the decreasing sense of belonging is what does it. If we don't change course soon, we're done. Rome is falling.
Identity Attack0.06340405
Insult0.034011267
Profanity0.017231047
Threat0.0077802283
Severe Toxicity0.0028800964
Low Tox 0.112333365 Constructive 0.628 Moral_Argument
Feb 10, 2026 Inside Canada's Indian Invasion...
There’s no divide. 100% of everybody I talk to in Canada thinks immigration levels are too high. And it doesn’t matter if the Canadians I talk to are Irish Canadians or if they are immigrants …
There’s no divide. 100% of everybody I talk to in Canada thinks immigration levels are too high. And it doesn’t matter if the Canadians I talk to are Irish Canadians or if they are immigrants from India. Every single person wants lower immigration.
Identity Attack0.10221587
Insult0.024768941
Profanity0.01309778
Threat0.0062008454
Severe Toxicity0.0021266937
Low Tox 0.11119666 Constructive 0.549
Feb 11, 2026 6 likes Canada's tighter immigration policy divides …
Isn't Canada owned by China so it doesn't really matter anymore
Isn't Canada owned by China so it doesn't really matter anymore
Identity Attack0.07508347
Insult0.027347196
Profanity0.015864678
Threat0.0070552654
Severe Toxicity0.0024414062
Low Tox 0.104795754 Low Con 0.186 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
It doesn’t matter how much they get, they shouldn’t get anything
It doesn’t matter how much they get, they shouldn’t get anything
Identity Attack0.0073995716
Insult0.019870255
Profanity0.019485557
Threat0.011974656
Severe Toxicity0.0021839142
Low Tox 0.09033044 Low Con 0.223
Sep 20, 2018 6 likes How much do refugees and …
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 was the lawyer invited to this interview, and after reading some comments celebrating the end of the PEQ, I feel the need to clarify a few things. The people affected by this are not …
I was the lawyer invited to this interview, and after reading some comments celebrating the end of the PEQ, I feel the need to clarify a few things. The people affected by this are not “abusing the system.” this was the program for people that came here legally and are working. To qualify for the PEQ, they had to be working full time, they pay taxes, they speak the language. They’re fixing our roads, keeping hospitals running, welding, machining, doing the jobs most of us take for granted every single day. The hard truth is that Canadians have stopped having enough children, and we simply don’t have enough young people with the skills to fill these roles. Yes, we absolutely should invest more in education and trade programs for our youth — my employer clients are begging young people to become mechanics, welders, skilled workers, often in the regions. Most don’t take those jobs, and even when they do, training takes two to three years. Our industries need people now, or parts of the economy will stall, and that affects all of us as Quebecers and Canadians. These workers are not asking for charity. They are already on the front lines keeping key sectors alive. Ending programs like the PEQ doesn’t punish “illegals” or “free riders”; it punishes people who are already integrated, working, and contributing to the society we all share. Also, all they are asking is for the new rules to not be applied to them retroactively, only for those coming new into the country, otherwise it is rug pulling those already here that played by the rules, and when the government does it to us we don't like, on principle of fairness, whatever you think of the numbers, too high too low, doesn't matters, it is the least we can all get behind as humans.
Identity Attack0.008583503
Insult0.028281843
Profanity0.01893901
Threat0.007197669
Severe Toxicity0.0017166138
Low Tox 0.058737632 Constructive 0.841 Personal_Narrative
Nov 22, 2025 Quebec Ends Economic Immigration Program …
IT DOESN'T MATTER HOW IT HAPPENED ITS HOW DO WE FIX IT. OH, LET ME GUESS YOU VOTED FOR THIS.
IT DOESN'T MATTER HOW IT HAPPENED ITS HOW DO WE FIX IT. OH, LET ME GUESS YOU VOTED FOR THIS.
Identity Attack0.0027378413
Insult0.020063626
Profanity0.012961143
Threat0.008194493
Severe Toxicity0.0020980835
Low Tox 0.055274166 Low Con 0.3 Call_To_Action
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Doesn't matter if a person is an immigrant, what matters is the quality of immigrants Canada permits to come. I am proud most Filipinos immigrate and work and blend in with the society. We try …
Doesn't matter if a person is an immigrant, what matters is the quality of immigrants Canada permits to come. I am proud most Filipinos immigrate and work and blend in with the society. We try not to be a burden to the government. True too with other nationalities that come over but unfortunately not all.
Identity Attack0.035847444
Insult0.01632893
Profanity0.011065305
Threat0.0059095654
Severe Toxicity0.0009870529
Low Tox 0.049089402 Constructive 0.815 Policy_Critique
Aug 30, 2025 5 likes Why Canadians Are Turning Against …
Here's the whole problem/situation summarized: Canada has been getting treated like it's a vacation resort rather than a country. And yeah, it doesn't entirely matter who exactly is treating it this way. Those who move …
Here's the whole problem/situation summarized: Canada has been getting treated like it's a vacation resort rather than a country. And yeah, it doesn't entirely matter who exactly is treating it this way. Those who move to and those that live in have been doing this. Which is unfortunate, it's supposed to be far better than this but peace has made people delusional in a way and started to treat Canada like a resort for their early retirement. While trying to act like they AREN'T retirees.
Identity Attack0.013445892
Insult0.022964163
Profanity0.012482914
Threat0.006051969
Severe Toxicity0.0012874603
Low Tox 0.046368107 Constructive 0.683 Policy_Critique
Sep 8, 2025 Why Canadians Are Turning Against …
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 …
Doesn't matter. There are groups of different nationalities migrating every dofferent global event that impacts them wanting to leave their home country. The world can be a better place. People in power don't want it …
Doesn't matter. There are groups of different nationalities migrating every dofferent global event that impacts them wanting to leave their home country. The world can be a better place. People in power don't want it to be. That's that.
Identity Attack0.021585498
Insult0.013174911
Profanity0.012517073
Threat0.006466233
Severe Toxicity0.0011491776
Low Tox 0.045625936 Constructive 0.588
Jan 27, 2026 Inside Canada's Indian Invasion...

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.