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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: "Canada should work with Europe, …" 15 comments
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, …
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, safe, secure and welcoming nation. So many Indians in Brampton because they have to live together for safety. They can avoid, racism, hatred, violence that way but still they can’t escape. Now it became favorite place for racist people, racist YouTubers etc. Indians are works in low wage jobs because they are not getting jobs according to their degrees, qualifications they have to do low wage jobs and even getting low wage jobs is very difficult. At least 12% Indians are jobless. Only some Indians help them and that’s why you find some place only indians. You can find many well educated even doctors, master degree engineers etc working in low wage jobs. You can just imagine lives of Those Indians who working with racist Canadians. Many people committed and committing suicide. This is state sponsored racism top to bottom so They are getting no help from anywhere. Canada making billions by international student and that way they getting low wage labourers still those young students getting racism, hatred like they are the problem of all problems of Canada. Racism, discrimination, hatred, violence against Indians is so normalise people don’t even hesitate. Really it’s horrible situation for Indians in Canada. Just look at the comments. Those racist, hateful people will going to get special place in hell. ( plz don’t delete comments.)
Identity Attack0.57150364
Insult0.5543018
Profanity0.13785136
Threat0.013528148
Severe Toxicity0.048457388
Moderate 0.568186 Constructive 0.579 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Michhelle may be righ 40% of the time but she is an ahole 100% 😂 also yes ,they are using the student visa to migrate ,they probably not the more likeable people for some, but …
Michhelle may be righ 40% of the time but she is an ahole 100% 😂 also yes ,they are using the student visa to migrate ,they probably not the more likeable people for some, but they are working and trying to get ahead …just like you , your parents or grandparents did ,you people are just being racist towards the Indians , all of you are migrant decedents ,and don’t even try the “we didi it the righ way” bs for is stupid , also you colonize and practice genocide of the locals but we don’t add that to the conversation right ? Im a migrant,did it “ right way” but understand not everyone can, why wouldn’t ( as long they don’t commit an actual crime) they have a chance also? This is not my canada , we are not the usa or europe, we are better.
Identity Attack0.45348886
Insult0.5739874
Profanity0.33453682
Threat0.08089764
Severe Toxicity0.16960317
Moderate 0.56269526 Constructive 0.668 Insult
Oct 17, 2025 IRCC Names India in Study …
lol european immigrants turned canada to north american europe and now their hypocrisy. The same narrative as always, they come here and steal our jobs, then at the same time they say they do not …
lol european immigrants turned canada to north american europe and now their hypocrisy. The same narrative as always, they come here and steal our jobs, then at the same time they say they do not work. What a braindead talk. White people are the minority? There are 1000 cities with vast majority of white people...one area it is not the case and they say "Oh no, canada is not white anymore". Always the same strategies LOL...Sidenote: Canada was originally exactly NOT white as european immigrants stole it. Period. Canada was built by immigrants and with colonial money from india.
Identity Attack0.55044734
Insult0.4986907
Profanity0.11725569
Threat0.011120236
Severe Toxicity0.023880709
Moderate 0.51869136 Moderate Con 0.389 Identity Attack Identity_Assertion
Dec 18, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
White people act like they own America and Canada, forgetting their ancestors are from Europe and they are children of colonizers who Genocided Native Americans and Native Canadians and stole their land by force. Meanwhile …
White people act like they own America and Canada, forgetting their ancestors are from Europe and they are children of colonizers who Genocided Native Americans and Native Canadians and stole their land by force. Meanwhile our people come to work legally and earn money, they work minimum wage but build up and eventually become CEOs. We work while you sleep, simple as that. Seems more like jealousy to me.
Identity Attack0.5135796
Insult0.34203702
Profanity0.06946823
Threat0.016120117
Severe Toxicity0.023076924
Moderate 0.44039994 Constructive 0.517 Identity Attack Moral_Argument
Oct 17, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
There is a very simple way to stop this. People coming to this country and wants us to live by there rules, put them on the next plane back. People of Canada, look on what …
There is a very simple way to stop this. People coming to this country and wants us to live by there rules, put them on the next plane back. People of Canada, look on what is going on in England right now coz of ILLIGAL immigrants wanting England to become Islamic. Look at what is being done in europe as a hole and learn. The islamic immigrants comming to western countries is NOT comming as immigrants but to make the counties islamic. They are the enemis that works inside the country to take the power. Canada wake up and smell the roses.
Identity Attack0.40351558
Insult0.18852992
Profanity0.048175167
Threat0.014738814
Severe Toxicity0.017287504
Moderate 0.33587718 Moderate Con 0.433 Fear_Threat
Sep 9, 2025 Why Canadians Are Turning Against …
60% india. As for the government data, still even today doesn't make hundreds ruppe a day 60% of India that roughly work about 70cr indians people's you don't make even hundreds rupees per day India …
60% india. As for the government data, still even today doesn't make hundreds ruppe a day 60% of India that roughly work about 70cr indians people's you don't make even hundreds rupees per day India is a poor country In india where 90cr indians can't afford 2 time food 50lakh childrens die every year due to the hunger 30cr indians are homeless 40cr Indians living in deadly slums 800 million Indian waiting everymonth for 5kg atta (source indian gourmet data 2024) So Indians love india so much they are immigrated to Canada, UK, Europe and the USA to talk about how great India is 😂😂😂
Identity Attack0.3758158
Insult0.26957804
Profanity0.16403814
Threat0.13346854
Severe Toxicity0.024725812
Moderate 0.32182294 Constructive 0.543 Humor_Satire
Feb 24, 2026 Inside Canada's Indian Invasion...
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
*Not a single day for cash* Dude striaght bs, 7 years ago , people with student visa cant work legally. So how is he getting paid ?? Remity rupee back to india? Lol Also, you …
*Not a single day for cash* Dude striaght bs, 7 years ago , people with student visa cant work legally. So how is he getting paid ?? Remity rupee back to india? Lol Also, you came as a international student and knowingly u cant afford the tuition. Its clearly u didnt care about going to school and used it as a gate way to canada. You dont go aboard studying for a better life in that country. U study abroad to either bring back new knowledge to your country or to full fill a requirements for a job back home.. The most common one is the opportunity to have a degree from a well known school for family braging rights and take over family bussiness. Which bring us back to, studying aboard is strictly for wealthy families no matter where u live . Imagine a candian going to london or europe we would pay just as much plus conversion rate. So for indians like him self, studying aboard paying 8 k cad per course shojdl be impossible. Only a super wealthy family can afford that in india or canada .
Identity Attack0.055673428
Insult0.15982662
Profanity0.12096943
Threat0.0077672824
Severe Toxicity0.008811951
Low Tox 0.25084448 Moderate Con 0.49 Unverified_Claim
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
I'll lay it out for you: Me: typical middle of the road liberal oriented Canadian. Non white, immigrant (I wasnt born here) I worked in a Refugee housing for over 4 years in Ontario. Most …
I'll lay it out for you: Me: typical middle of the road liberal oriented Canadian. Non white, immigrant (I wasnt born here) I worked in a Refugee housing for over 4 years in Ontario. Most were not war areas refugees (Yes I know there are other types of refugees). I only encountered few refugees from war areas. ONLY 1 person from Iraq, about 2 families were from Afghanistan, 1 couple from Pakistan(I doubt they were real refugees they spoke fluent English, maybe political refugee), and a most from African countries. Its too far for real refugees to get here. Its Easier for them to go to other countries nearby or Europe. MOST SEEM TO BE ECONOMIC REFUGEES. Most were coming from Africa. Some are coming from Latin America, which shouldn't be happening. Once they showed up at our doorstep and we processed them into the system, they were immediately in the same class as a Canadian resident homeless person if they were making a refugee claim. We get money to house and feed them (from the government), and they are given a stipend for basics from the government processed through the Social Assistance/ Welfare system (they get less than a resident/citizen I think.). They then have to get their case processed by the refugee board, and most seem to get in. I've only heard of few getting sent back. One person I know at our facility, was given a subsided social housing apartment after a year in our facility. So they went straight from a shelter to a government/city owned subsidized apartment. (Didn't seem like it was a issue for the housing worker...they didn't report it (if they were not the ones that helped the person to get it), they were white, the housed person was Latin. This refugee claimant, and then month or two new Canadian resident person was given an apartment in a prime area of the city, instead of the 1000's of Canadians, those who came before them, and born Canadian citizens on an extremely long waiting list. How this was allowed to happen I don't know. The person was probably sucking on someone's straw. I'm just trying to think the barriers these people have to go through to get a job here. We are far removed from the time of the 80's and 90's., and housing and jobs are so hard to get. Lol the "Canadian government asks them to repay the traveling cost to Canada if they are sent back"....I wonder how much the government recoups?.....more like 0 probably. What a bunch of crap. How do you demand someone to repay their flight cost when they get back to their country?
Identity Attack0.2783691
Insult0.09124154
Profanity0.027137227
Threat0.0089712385
Severe Toxicity0.007858276
Low Tox 0.24603334 Constructive 0.81
May 24, 2018 9 likes How much do refugees and …
3:02 I think 90% of what this dude said is so horribly off the mark but even I have to agree with this. If immigrants could successfully assimilate before, why not now? I remember in …
3:02 I think 90% of what this dude said is so horribly off the mark but even I have to agree with this. If immigrants could successfully assimilate before, why not now? I remember in the 2010s hearing about immigrants/refugees not assimilating in Europe and constantly just thought "well why don't they just do immigration with strong assimilation like we do here in Canada?", and now we had 4 years of sloppy immigration give or take, unfortunate. At least the straight up policies that led to this influx of poorly managed immigration is removed, but the same leaders and cabinet members and the like of the liberal government are present. Oh and did I mention they keep privatizing things, throwing money at mining industries without any seeing of the benefit to working Canadians realistically, and planning to build a pipeline by like 2035 towards east Asia which will likely be majority renewable energy by then, without actually trying to address the issues now present from the 4 years of sloppy immigration policy?
Identity Attack0.10221587
Insult0.08508729
Profanity0.05543986
Threat0.008246276
Severe Toxicity0.0051498413
Low Tox 0.1996317 Constructive 0.765 Policy_Critique
Dec 6, 2025 Inside Canada's Indian Metropolis (Brampton)
I think the Pakistani Guy nailed it! When the economy cannot siphon people into the workforce you form a nexus to survive. It eventually evolves into a closed group that is then seen as a …
I think the Pakistani Guy nailed it! When the economy cannot siphon people into the workforce you form a nexus to survive. It eventually evolves into a closed group that is then seen as a non-integrated community. This is not unique to Canada. Usually first generation immigrants who came in the 70s, 80s and 90s (and 2000s in case of mainland Europe) were treated quite poorly, not given enough opportunities and looked down upon. But they kept their heads down and worked hard with a resolve that their children would be of equal stature. While doing so they created networks and support systems that will help them survive and eventually thrive. This network worked very well for a while untill new generation immigrants came in and became a part of the network but had no idea what went in creating that safe space to begin with. Thus the clashes!
Identity Attack0.056582913
Insult0.053791173
Profanity0.022354934
Threat0.009644418
Severe Toxicity0.003490448
Low Tox 0.112953395 Constructive 0.81
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I know why an American youtuber is making this video it's all geopolitics. Listen , Canada wants to be an independent country, with a slogan like “Buy Canadian, Build Canadian.” For that, it needs talent …
I know why an American youtuber is making this video it's all geopolitics. Listen , Canada wants to be an independent country, with a slogan like “Buy Canadian, Build Canadian.” For that, it needs talent from Europe and Asia as well. But the USA doesn’t want this to happen, so these propaganda channels are becoming active. Look at the timing of this video. Keep in mind that the most brilliant minds from Asia, Europe, and even your own country are working for Canada that’s why companies are recruiting them so assuming they have no civic sense doesn't make sense . At the same time, you must be able to identify the moles among them. Trudeau has already given authority to an alleged Indian terrorist within his regime. A wise decision is needed for your country's growth
Identity Attack0.050671257
Insult0.039444692
Profanity0.019143965
Threat0.0074306927
Severe Toxicity0.002861023
Low Tox 0.11129999 Constructive 0.531 Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The EU just signed a free trade deal with India which gives Indian 'professionals' the right to reside and work in the EU. It all started the same way in the US, Canada and AUS. …
The EU just signed a free trade deal with India which gives Indian 'professionals' the right to reside and work in the EU. It all started the same way in the US, Canada and AUS. Europe will be gone soon as well.
Identity Attack0.058401883
Insult0.025800243
Profanity0.015523086
Threat0.0077672824
Severe Toxicity0.0021457672
Low Tox 0.09308127 Moderate Con 0.348 Fear_Threat
Feb 8, 2026 Inside Canada's Indian Invasion...
Europe is on the brink of cultural collapse and sadly Canada is working from that same play book. For the record, it is possible to have a multi racial society. It is not possible to …
Europe is on the brink of cultural collapse and sadly Canada is working from that same play book. For the record, it is possible to have a multi racial society. It is not possible to have a multi cultural society. Where have different ways of life coexisted in peace? No where and look to Europe now and Canada on a few years for proof.
Identity Attack0.056582913
Insult0.024511116
Profanity0.011082385
Threat0.0068999166
Severe Toxicity0.0020122528
Low Tox 0.09112182 Constructive 0.554 Fear_Threat
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
As an American who worked in HR for eight years at BMO in Canada, I’ve noticed an important trend: many local professionals often attribute their career struggles to the system, when the real issue is …
As an American who worked in HR for eight years at BMO in Canada, I’ve noticed an important trend: many local professionals often attribute their career struggles to the system, when the real issue is a lack of updated skills. In my previous office of 71 employees, around 60% were Indian and Chinese professionals — many of them exceptionally skilled and hardworking. The fact is, immigrants don’t take jobs; they earn them through their capabilities. I currently work at BlackRock, managing a team of 221 people. Individuals with strong mathematical and analytical abilities often come from Indian or Chinese backgrounds, while only about 20% of our workforce is American. I conduct 4–5 interviews daily, and the pattern remains consistent — candidates from Europe, the U.S., and Canada frequently lag behind in technical skills. It’s a tough truth, but one worth acknowledging: in today’s competitive job market, skill development matters far more than nationality.
Identity Attack0.051126
Insult0.025800243
Profanity0.014464149
Threat0.006647474
Severe Toxicity0.0017929077
Low Tox 0.071337044 Constructive 0.76 Personal_Narrative
Oct 7, 2025 58 likes 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.