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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: "So many india people here …" 115 comments · Page 5 of 5
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 …
It's not race that makes countries great or bad. Since there is just one human race. Its the culture that makes places great. Culture or shared ideas among the populace. Specially ideas of being open …
It's not race that makes countries great or bad. Since there is just one human race. Its the culture that makes places great. Culture or shared ideas among the populace. Specially ideas of being open minded, living and letting live, freedom, being tolerant etc. These are the best ideas or culture that if held long enough by the majority of the people will turn that place into a great civilization indeed. Every great civilization of history was built through this culture in history. persian empire, macedonian empire, roman empire, british empire and now the united states etc... were/are all very diverse and very tolerant of indians and their ideas... cultural exchange of ideas through indians and receiving diverse viewpoints which helped them become great. However great empires, great places and civilizations never last. They fall down. They fall down once the culture changes. which is natural since culture is not static but dynamic, since it exists only in the minds of people, it can change in the same generation, or in the next - all it takes is replacing existing ideas with other ideas in the minds of people large enough. This is what we are seeing happening in canada and India... a shift of culture. The same culture of responsible for turning India into a terrible country is being adopted by canadians. Meanwhile for the past few decades.. india on the other hand has been adopting the better culture and growing slowly and steadily with many mistakes and hurdles along the way towards a brighter future... slowly because its huge... steadily because it knows where to go.... mistakes and hurdles because its an open democracy... If this cultural shift keeps continuing this way... There will come a time where canada would look more like afghanistan and India will look like the us or scandinavia... However i hope thats not the case. and its just a phase that does not lead to some significant revolution in terms of peoples thinking.
Identity Attack0.07425626
Insult0.025413504
Profanity0.027273865
Threat0.00780612
Severe Toxicity0.0037574768
Low Tox 0.10956833 Constructive 0.639 Moral_Argument
Feb 26, 2026 Inside Canada's Indian Invasion...
So many india people here ask the guy if he feels like home... and he said no.... that says it all
So many india people here ask the guy if he feels like home... and he said no.... that says it all
Identity Attack0.07673789
Insult0.023479814
Profanity0.02836696
Threat0.008336896
Severe Toxicity0.003376007
Low Tox 0.10826672 Moderate Con 0.453 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Good video, shows the various viewpoints from new and old Canadians. Some point out legitimate problems with the large influx of people in a short period and issues with integration. Some are just bigoted calling …
Good video, shows the various viewpoints from new and old Canadians. Some point out legitimate problems with the large influx of people in a short period and issues with integration. Some are just bigoted calling Brampton 'brown town' because all they see is skin colour. Many of the interviewees disparage India but fail to acknowledge it is rapidly advancing recently becoming the 5th biggest economy and on track to be 3rd by 2030.
Identity Attack0.0775651
Insult0.031036375
Profanity0.014259194
Threat0.0077154995
Severe Toxicity0.0024223328
Low Tox 0.10826672 Constructive 0.777
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
So. As a renovations contractor, I do bathrooms, kitchens, basements and additions...I have been called many many times by people from India to quote their work. And when I do, they think im bartering with …
So. As a renovations contractor, I do bathrooms, kitchens, basements and additions...I have been called many many times by people from India to quote their work. And when I do, they think im bartering with them. Can you do cash? Can you do it for 10,000 less? Can you just get materials for me? Can you recommend someone else? OMG. I don't even give them quotes anymore. This isn't a race to the bottom. Although they would like that. This government is certainly trying to make it that.
Identity Attack0.05612817
Insult0.027218282
Profanity0.024951037
Threat0.0069905366
Severe Toxicity0.002861023
Low Tox 0.10566349 Constructive 0.658 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
India have a good universities because some countries accept their Indian people with bachelor degree as H1B visa program, but most India apply and accepted in Canada as student visa, how many finished and how …
India have a good universities because some countries accept their Indian people with bachelor degree as H1B visa program, but most India apply and accepted in Canada as student visa, how many finished and how many leave the country? because they allow them to work at the same time. who would not take advantage to Canadian foreign programs, and those Indian MP's in parliament will support this programs to help their kinds or country fellows to dominate this country.
Identity Attack0.10221587
Insult0.02657372
Profanity0.0127561875
Threat0.007249452
Severe Toxicity0.0021743774
Low Tox 0.10522962 Constructive 0.525
Nov 30, 2025 IRCC Names India in Study …
Too many people from India immigrated over the last 5 years. It's an inconvenient truth that people are scared to talk about outside of their home or close friend group , but every Canadian has …
Too many people from India immigrated over the last 5 years. It's an inconvenient truth that people are scared to talk about outside of their home or close friend group , but every Canadian has had this conversation
Identity Attack0.1007269
Insult0.024382202
Profanity0.012038844
Threat0.0060778605
Severe Toxicity0.0018978119
Low Tox 0.104361884 Constructive 0.606 Identity_Assertion
Jul 10, 2025 24 likes How Canada broke its immigration …
India iis so big with so many kind of Indians. Most I've meet are great people but there are some ... Yeah those have no business in a western country. But like I say most …
India iis so big with so many kind of Indians. Most I've meet are great people but there are some ... Yeah those have no business in a western country. But like I say most are hardworking good people yes they have they're own "weard" things but at least they fight for right and wrong.
Identity Attack0.061130337
Insult0.024511116
Profanity0.033144772
Threat0.007909686
Severe Toxicity0.002708435
Low Tox 0.08874765 Constructive 0.752 Personal_Narrative
Feb 21, 2026 1 likes Inside Canada's Indian Invasion...
So where will these people end up now? Are they now being deported? Because if they start shifting to other provinces that will be a negative affect on that province. I don’t get why so …
So where will these people end up now? Are they now being deported? Because if they start shifting to other provinces that will be a negative affect on that province. I don’t get why so many people coming from India when that country is doing so well. What’s with that? I’m just wondering that’s all.
Identity Attack0.060220852
Insult0.018967867
Profanity0.014600786
Threat0.0077284453
Severe Toxicity0.0019073486
Low Tox 0.08479069 Moderate Con 0.431 Question
Nov 23, 2025 Quebec Ends Economic Immigration Program …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all my life story) to obtain PR and come to Canada just to realize that people without any of these come from different parts of the world especially India bypassing the system and living better life working cash jobs and doing random stuff. When i went to take driving license first time, An Indian origin guy rejected my application saying that my Indian License wasn't looking original enough , where I have seen people who couldn't even speak basic English were applying to get license to drive trucks. It is sad to see how many of our people are bringing a lot of 'Indianness' to this country and live like it is their own turf. I have met many young and middle aged individuals who call themselves students who doesn't even have a clue of what they are studying. It is unbelievable how people of certain status live their life partying and enjoying breaking all sort of rules , dropping out of college etc. when people who are here legally and many Canadians struggling to pay rent / mortgages / insurances etc. Don't even want to talk about job security , its a joke. Finally happy to see someone raising voice.
Identity Attack0.034300596
Insult0.02982438
Profanity0.02208166
Threat0.007197669
Severe Toxicity0.0025367737
Low Tox 0.08241652 Constructive 0.741
Oct 22, 2025 IRCC Names India in Study …
Instead of relying on immigration, Canada should focus on innovation — create robots, invest in R&D, and encourage its own population to have more children. Solving the labour shortage domestically is a long-term solution. Bringing …
Instead of relying on immigration, Canada should focus on innovation — create robots, invest in R&D, and encourage its own population to have more children. Solving the labour shortage domestically is a long-term solution. Bringing in large numbers of people from 3rd world countries won’t fix the real issues — it may even harm the system over time. Speaking as an Indian, I can say that many of our people don’t adapt to the host country’s culture or values; instead, they often bring the same mindset that created problems back home. Look at India — poor infrastructure, declining quality of life, and a government more focused on propaganda than progress. Importing that mentality, even among the so-called “educated,” won’t benefit Canada. Core values and a willingness to evolve matter far more than degrees. Your govt should also stop permit or spending public money on building temples, mosques, or any religious structures. Why do we even need them? Faith is a personal matter — keep your beliefs and celebrations at home. Things starts with these things only.
Identity Attack0.050443888
Insult0.027841117
Profanity0.013302735
Threat0.007365964
Severe Toxicity0.0021076202
Low Tox 0.081625134 Constructive 0.682
Oct 10, 2025 IRCC Names India in Study …
I traveled through India in 2000. I can understand why so many people move to Canada. India is intense to say the least. I’ve worked with great people from India and bad people from India. …
I traveled through India in 2000. I can understand why so many people move to Canada. India is intense to say the least. I’ve worked with great people from India and bad people from India. It’s no different than any other country. Great video.
Identity Attack0.058856625
Insult0.022512967
Profanity0.015454767
Threat0.0072106146
Severe Toxicity0.0022220612
Low Tox 0.077668175 Constructive 0.709 Personal_Narrative
Sep 19, 2025 98 likes Inside Canada's Indian Metropolis (Brampton)
Good balanced journalism. It showed the divide not just between those from india and others in Canada but the acceptance and community. There are those that are taking advantage while there are many that are …
Good balanced journalism. It showed the divide not just between those from india and others in Canada but the acceptance and community. There are those that are taking advantage while there are many that are productive and positive members of the community. The one common agreed upon idea is that canadian immigration needs to be tightened up so the posative people can get in and the people who would take advantage of or be criminals are kept outno matter what country they come from.
Identity Attack0.035847444
Insult0.025929155
Profanity0.010689554
Threat0.006809296
Severe Toxicity0.0014686584
Low Tox 0.06579731 Constructive 0.796 Policy_Critique
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
I think immigration would result in assimilation if you had small numbers of people from all countries. But many countries around the world have millions of immigrants from only a few countries like India etc.
I think immigration would result in assimilation if you had small numbers of people from all countries. But many countries around the world have millions of immigrants from only a few countries like India etc.
Identity Attack0.025806036
Insult0.010476895
Profanity0.014600786
Threat0.0070164283
Severe Toxicity0.0014591217
Low Tox 0.034748793 Moderate Con 0.495 Policy_Critique
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s time for Indian 🇮🇳 !!! Thank you for sharing!! Brampton is a little India-town in Canada 🇨🇦!! India has many population the first country in the world with too much people!!! Time for India …
It’s time for Indian 🇮🇳 !!! Thank you for sharing!! Brampton is a little India-town in Canada 🇨🇦!! India has many population the first country in the world with too much people!!! Time for India 🇮🇳😁😁👍🏽
Identity Attack0.021585498
Insult0.010476895
Profanity0.013849284
Threat0.008531082
Severe Toxicity0.0022602081
Low Tox 0.030859824 Constructive 0.626
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)

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.