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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: "The world sees America as …" 7 comments
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know …
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know what” thrash won’t acknowledge same low IQ Africans don’t have forged certificates, don’t get their degrees from diploma mills like these Indians and actually go to proper Universities. They’re also hardworking, respectful folks who are not in your face and haven’t tried to take over Canada. I was born in Nigeria. I don’t live in Canada not because of Indians, though I see far too many of them in Lagos (because believe it or not, they’re everywhere) but because of personal preferences. Notice how the bikey cr@ck$r was riding on a bike while those he insults are doctors, lawyers, pharmacists, professors, musicians, athletes etc. I know them because many are my friends and former university colleagues here in America. Africans, especially Nigerians are leading in academia, medicine, music, movies. Unlike Indians they also excel in sports the world over, not just pretentious degrees, most of which are cooked up. African is recognized or respected only when he’s white like Elon Musk and Peter Thiel. And yes, cr@ck$rs are mad everywhere bcos the world they thought belonged to them turns out doesn’t at all. They don’t want to work, want to sit in their mom’s basement smoking joint all day, then use their “you know what” privilege to get ahead just because of their skin color and place of birth lands that belonged to other groups which they forcibly stole and developed with unpaid labor & resources, which they also stole from Africa and Indian sub continent. Anyone of you praising bikey should show me your college degree and I’ll give you $100 real dollars. Remind me again when that smart Nigeria Prince wipes out your bank account in his/her internet scam, how stupid he is with low IQ under 70. LOSERS!
Identity Attack0.5498214
Insult0.5130944
Profanity0.22612886
Threat0.020609349
Severe Toxicity0.042180564
Moderate 0.5024724 Constructive 0.565 Identity Attack Insult Policy_Critique
Feb 9, 2026 Inside Canada's Indian Invasion...
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
This mass immigration is deliberate and if you follow global politics you will see this isn’t just happening in Canada. It’s happening in the UK FRANCE GERMANY IRELAND SCOTLAND AUSTRALIA NEW ZEALAND POLAND HUNGARY BRUSSELS …
This mass immigration is deliberate and if you follow global politics you will see this isn’t just happening in Canada. It’s happening in the UK FRANCE GERMANY IRELAND SCOTLAND AUSTRALIA NEW ZEALAND POLAND HUNGARY BRUSSELS SPAIN ITALY PORTUGAL some of the above nations have woken up and have said enough. Both Poland and Hungary have said enough. Now the EU is calling them racists. It’s all Indian or Muslim immigration. They don’t immigrate for a better life it’s to take over and it’s millions of fighting g age men too. Our countries are setting up for award, civil wars. France just issued a memo to hospitals to get ready for military mass casualties that will start within 12 months from now. These globalists have been planning this great reset and new world order for many decades. I stared investigating these wicked globalists over a decade ago now. I have all evidence and receipts saved. How do you implode a nation, crash an economy, make citizens reliant on govt for everything… why bring in millions of immigrants and put their needs first. You can go to any city or town in Canada now. It’s hard to find a Canadian working. In Canada we have foreign workers programs that allows businesses to hire foreigners and the liberal federal govt pays 1/3 of these foreigners salaries. So of course any business like retail or restaurant’s biggest overhead is labour costs so if they can save like $6.00 an hour on every employee why wouldn’t they opt in for that. I also did a very deep dive into the voters in Canada. At least 4.5 million out of the 8.5 million voted the Carney liberals got in April 2025 were immigrant votes. That’s why Carney and liberals pander to the gigantic Muslim population in Canada. Muslims, Chinese, Indians from India, Ukrainians, Filipinos they all pretty much vote liberal. There weee over 100 Muslim groups that told their Muslim community to only vote for candidates that support Gaza Muslims and Palestinians. How is that not election interference. We know the Chinese directly interfere in our elections by threatening Chinese Canadians to vote liberal or their families in China will be harmed or they will be harmed inside Canada. In June Carney said Muslim values are Canadian values. Either this clown has no idea how radical Islam is or he knows and just panders for votes. Liberal cabinet ministers Anita Anand and Melanie Joly they both openly campaigned saying they must support Palestine because they both have large Muslim populations in their respective ridings. Over half of the liberal voter base is foreign now. I started in 2019 telling the federal conservatives look the liberals are importing new liberal voters. The party needs a strategy to win over the immigrant vote. I proposed hiring a team of individuals from the Muslim community, Chinese community etc to brainstorm on how to get their message across that if your an immigrant your best to vote conservative because the liberals don’t care about them they just want their vote. Show them how they may never own a home, how their kids will be worse off than them. That buy bringing in about 2 million more immigrants a year it is causing inflation and the affordability crisis. I believe if you can show these immigrant communities the truth they may consider voting conservative. Bit of the conservatives refuse to pivot we will never see another federal conservative govt in our lifetimes. It’s not racist it’s the truth. We need a foreign registry act to kick out foreign entities that harass bully and threaten immigrants in Canada to bend the knee or else. If we have 100 Islamic groups telling their community it’s yo only vote one way charge them with election interference. We need electoral reform badly in Canada. We need to end all immigration to Canada for at least 5 years maybe even 10. We need to deport those here illegally. No more fake asylum claims. This country can still be saved but we need immigrants on board to help save it. We need to remove broadcasting licenses of mainstream media networks that lie and bash conservatives. That’s deliberate political interference. It’s time we enforce the law. No more hate speech or hate crimes against any community especially the Jews. Deport these ppl back to Gaza if they are here on visas or revoke their citizenship and send them packing. We need ICE in Canada like they have in America. It’s long over due. If we get a hold of our borders and we stop the drugs we would have a new trade deal with Trump tomorrow. Carney doesn’t want that because it’s all he has to fear monger ppl oh bad Trump me Tarzan me good bad orange man. Haven’t you had enough now Canada? Wake up before it’s too late for anyone to save this country.
Identity Attack0.3802808
Insult0.16766082
Profanity0.035900343
Threat0.011586283
Severe Toxicity0.012833111
Moderate 0.32074678 Constructive 0.679 Unverified_Claim
Sep 10, 2025 Why Canadians Are Turning Against …
Greatest country on earth huh? Where should i start: -13th most obese country (~43% of you cant even feed themselves without getting sick) -27th out of 37 for reading -27th out of 81 for mathematics …
Greatest country on earth huh? Where should i start: -13th most obese country (~43% of you cant even feed themselves without getting sick) -27th out of 37 for reading -27th out of 81 for mathematics -35th in life expectancy -52nd globally in gender equality health, education equity, or overall well-being... You are the "greatest" in nothing... Only positive things the world sees is americas beautiful nature, and you did nothing to achieve that except unaliving so so many indiginous people... Seriously, how can you be patriotic about this country. I really dont get it... Somebody enlighten me, help me understand, how you can call yourself "greatest country in the world"? When you are obviously not!
Identity Attack0.1769227
Insult0.24835461
Profanity0.041160982
Threat0.008246276
Severe Toxicity0.0104522705
Moderate 0.30136615 Moderate Con 0.387 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I am tired of people coming to Canada and not understanding why most Canadians celebrate Halloween And when we ask a Person that comes here if they take their children out for Halloween they say …
I am tired of people coming to Canada and not understanding why most Canadians celebrate Halloween And when we ask a Person that comes here if they take their children out for Halloween they say i Quote: We dont believe in the Devil only in jesus christ...This is a miss understanding and frankly an insult. So here you go.....Info for you! ...............Canadians celebrate Halloween due to its roots in the ancient Celtic festival of Samhain, which was brought to Canada by Irish and Scottish immigrants in the 19th century. While the original celebrations focused on appeasing spirits and marking the end of the harvest, modern Canadians celebrate for fun and community, participating in activities like trick-or-treating, costume parties, and decorating homes with jack-o'-lanterns. Historical Origins Celtic Festival: Halloween's origins lie in the ancient Celtic festival of Samhain (pronounced "sah-win"), which marked the end of summer and the harvest season and the beginning of the dark, cold winter months. Blurred Boundaries: Celts believed that on the night of October 31st, the boundary between the world of the living and the world of the dead blurred, allowing spirits to roam the earth. Pagan Practices: To ward off evil spirits and to celebrate the harvest, people would dress in costumes, light bonfires, and prepare food offerings. All Hallows' Eve: Over time, the tradition merged with Christianity. All Saints' Day was established on November 1st, and the night before became known as All Hallows' Eve, a contraction of which led to the word "Halloween". Arrival in Canada Immigrant Traditions: The customs of Halloween were brought to North America, including Canada, by large numbers of Irish and Scottish immigrants in the mid-1800s. Cultural Adaptation: Over generations, these traditions evolved into the modern holiday we see today, incorporating new elements and becoming a popular cultural event. Modern Celebrations Fun and Community: Today, Canadians celebrate Halloween for the fun and mystery it offers, fostering a sense of community and togetherness. Popular Activities: Common activities include dressing in costumes, carving pumpkins to create jack-o'-lanterns, decorating homes, attending parties, and the popular tradition of trick-or-treating. Cultural Experience: For newcomers, Halloween in Canada is an exciting opportunity to experience Canadian culture and connect with neighbors. This helps out Canadian businesses as well. So next time someone asks you at least you will know to not use the Devil reason! We are not Mexico! Go look up their calibrations! Quite insulting Canada and learn our Celebrations if you chose to come here! Than You for your time!
Identity Attack0.28034934
Insult0.16124763
Profanity0.07191269
Threat0.008194493
Severe Toxicity0.010757446
Low Tox 0.2854903 Constructive 0.743
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
As an American born Punjabi, I used to visit Canada when i was young (90's) and it was a beautiful place. Now I dread going there because the Canadian culture is lost. It's over run …
As an American born Punjabi, I used to visit Canada when i was young (90's) and it was a beautiful place. Now I dread going there because the Canadian culture is lost. It's over run with Indians and they don't share the same value or even cultural norms as Westerners. I see this problem in America as well but it's nto just Indians. In America, it's every country in the world that comes and interacts with their own community and there's no assimilation. Even as a second generation American, I still feel like a guest in this country and I am grateful for the Americans to have allowed my family to come here to live with them. Citizenship is just a piece of paper though. I know if I didn't assimilate, they could send me to India even if I know nothing about it. It's just basic humility.
Identity Attack0.2463217
Insult0.070799805
Profanity0.028503597
Threat0.007637825
Severe Toxicity0.006904602
Low Tox 0.19789438 Constructive 0.836
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Well, I'm gonna give you Canada Immigration an advice on how to catch these people and all those in other countries who has the same situation. These people are doing jobs like delivery like Uber, …
Well, I'm gonna give you Canada Immigration an advice on how to catch these people and all those in other countries who has the same situation. These people are doing jobs like delivery like Uber, Skip, Doordash, etc., BUT...they are not using their legal name to apply for that instead they are using another person's account to do that job, whose account is legal and had been in the job for so many years. The connection between those people is not relevant to any gang or organizations but they operate like one, the advantage is both parties earn money while in their eyes is "legal". This is normal settings in my country(3rd world country), you have several taxis and you need to hire drivers to operate, its up to you if you're gonna hire legit drivers or not, the only difference is that the undocumented driver is cheaper. And how do I know these things, I work in a fastfood chain in Waterloo, you need to identify which order the driver will pickup and the delivery driver need to verify the order by the order number through the app but sometimes you can see the Account's photo is different from the delivery driver, so yeah, that's the gist of it. I have no idea why modern countries like Canada and America are so "dumb" or lack of critical thinking when it comes to crimes like this, but I guess people and politicians are the same all over the world. And now, they are bringing more people without checking their background, if there's any criminal record or such, oh yeah, speaking of that, how do you verify those records from another country if those records can be produced with 3rd party company in which an employee from a government institution is behind it to make it more look like it is legit.
Identity Attack0.025203101
Insult0.028392024
Profanity0.016889455
Threat0.0076119336
Severe Toxicity0.0020217896
Low Tox 0.07054565 Constructive 0.755
Sep 29, 2025 IRCC Names India in Study …

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.