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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "Canadians should throw them out …" 16 comments
Canadian here born and raised in Ontario... Canada is not Canada anymore its a shithole, they shit on the beaches throw bags of trash wherever they want. they cant drive they definitely cannot drive transport …
Canadian here born and raised in Ontario... Canada is not Canada anymore its a shithole, they shit on the beaches throw bags of trash wherever they want. they cant drive they definitely cannot drive transport trucks and they cant do the easiest jobs like take an order from fast food. Miserable quality of life and I'm not even in Brampton i feel bad for the people there.
Identity Attack0.5075293
Insult0.57566804
Profanity0.6370159
Threat0.019228047
Severe Toxicity0.23340854
Moderate 0.687436 Constructive 0.557 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Notice How The Canadians There All Say They're Good People & That (Sihks) Are Not Eating & Throwing Their Own Sh!t (EVEN THE FKING BIKE GUY) 🤣💯
Notice How The Canadians There All Say They're Good People & That (Sihks) Are Not Eating & Throwing Their Own Sh!t (EVEN THE FKING BIKE GUY) 🤣💯
Identity Attack0.39207554
Insult0.5130944
Profanity0.6242122
Threat0.03649433
Severe Toxicity0.19455661
Moderate 0.6308517 Low Con 0.208 Insult Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Just ask us Canadians how we feel about thousands of Muslims praying in our streets and parks when they have hundreds of mosques...or how about putting up sixty foot statues of your Hindu Gods in …
Just ask us Canadians how we feel about thousands of Muslims praying in our streets and parks when they have hundreds of mosques...or how about putting up sixty foot statues of your Hindu Gods in our Christian Country...the Federal Govt is openly betraying the People..PM Carny just stating Muslim Values are Canadian Values...NO THEY ARE NOT, we were built on the Europea Christian dysprosium get over it , you come here...when in Rome act like a Roman don't shit on our beaches, throw trash on the side of the road, and quit trying to scam every rule and regulation..and most of all keep telling Canadians to die and burn our Flag, the backlash is coming, you have been warned
Identity Attack0.55044734
Insult0.5130944
Profanity0.4033339
Threat0.058503386
Severe Toxicity0.16960317
Moderate 0.54325575 Moderate Con 0.379 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all …
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all of punjab look like this, with that logic i can show you probably dirtier steet than this in Toronto. first he made poop festival video which are unknown from 99.99% of indian and painted as it is celebrated like holi and Diwali, i can also give the weirdest festival around the global that you never imagined and why did he made video about poop tasting and throwing festival that are celebrated in texas because he wil not get the clout, there are hundreds of thousands of video about white guy pooping on road,street and randomly showed up at seven 11 store pooped and left, and we love you canada so much why millions of Canadian come india for health checkup and medical treatment. Whites are born hypocrites for centuries they colonies india and other part of world snatch their resources for themselves that time they were enjoying and now other peoples came their country and contributing to their economy for that they are crying
Identity Attack0.29798782
Insult0.36798462
Profanity0.2980872
Threat0.146441
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.519 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Canadians should throw them out . They are a menace
Canadians should throw them out . They are a menace
Identity Attack0.4508763
Insult0.36939126
Profanity0.10982819
Threat0.39416263
Severe Toxicity0.023199933
Moderate 0.47119883 Low Con 0.153 Fear_Threat
Feb 22, 2026 Inside Canada's Indian Invasion...
Canadian Poop Throwing Festival soon
Canadian Poop Throwing Festival soon
Identity Attack0.10221587
Insult0.24424846
Profanity0.33453682
Threat0.053330876
Severe Toxicity0.023223408
Moderate 0.39231625 Low Con 0.189
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
1. The PROBLEM is WHO Canada lets in! ANYONE that has applied for Asylum, should be rounded up and deported, many of them were DENIED Asylum by the U.S. and other countries because they have …
1. The PROBLEM is WHO Canada lets in! ANYONE that has applied for Asylum, should be rounded up and deported, many of them were DENIED Asylum by the U.S. and other countries because they have ties to Terrorist or Criminal Organizations! (I could post a List of Known Terrorist Groups Operating in Canada, Most are from Muslim countries, India, Pakistan, and Palestine!) 2. Any Immigrant that REFUSE to comply with Canadian Laws needs to be Deported! (Example: Not having to wear motorcycle helmets for "Religious reasons" and that kind of stuff!) 3. If an Immigrant commits a crime it is INSTANT DEPORTATION, never to be allowed Entry Again! (including any and all members of their Families!) 4. Canada needs to STOP subsidizing these Immigrants PAY! You want to come to work, Fine You EARN your ENTIRE Pay Check like everyone else does! (I know at least ONE Employer that is Scamming part of the Subsidy for themselves instead of paying workers what they are supposed to pay them! I am sure there are others!) 5. If you throw a protest for a Known Terror group, INSTANT Deportation!
Identity Attack0.38699543
Insult0.25800487
Profanity0.036651865
Threat0.050098058
Severe Toxicity0.02258113
Moderate 0.36867723 Constructive 0.554
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
Throw these frauds out of the country, stop letting international students work, shut down fake truck permit schools. The citizens and low-income households can't find work here, and the Canadian-Indians are facing insane discrimination due …
Throw these frauds out of the country, stop letting international students work, shut down fake truck permit schools. The citizens and low-income households can't find work here, and the Canadian-Indians are facing insane discrimination due to the many bad apples and terrible government immigration/student policies.
Identity Attack0.29798782
Insult0.33998606
Profanity0.034397304
Threat0.027343199
Severe Toxicity0.0119018555
Moderate 0.3625127 Moderate Con 0.479
Sep 29, 2025 IRCC Names India in Study …
This is a horrible situation on both ends and the fact that its all 100% administration failure is sad. Its not fair to anyone not even the immigrants. They keep bringing in more people then …
This is a horrible situation on both ends and the fact that its all 100% administration failure is sad. Its not fair to anyone not even the immigrants. They keep bringing in more people then the economy can afford to live here I frankly find it ridiculous. I want to know whats driving these policies to continue. My parents came to canada 25 years ago, they payed thousands of dollars to get status here. Now people are getting in as cheap labour that can't even afford to live here so they dogpile 10-15 people in the same 2-3 bedroom apartments or houses and the infrastructure is still being built on the logic of single families when in the reality thr opposite is happening we have sudden crowding because rent is unaffordable due to the massive influx of people, including canadian born nationals that are forced to live in these environments if they don't have support- Its crazy why not close your borders stabilize rebuild infrastructure then slowly work on immigration policies again when the housing market and job market are stable again. Theres absolutely no reason to cite labour shortages when theres an unemployment rate and homeless people everywhere- close the borders- get homes built, throw heavy incentives to join and get educated on any productive field that has a shortage upto and including providing shelter to canadian citizens that decide to pursue these fields and are homeless. Have a fast track rotating incentive down to the year along with guaranteed on job training for all occupations. Such a simple solution so stupid we can't execute it. Too busy squabbling liberal conservative baseline rhetoric that we made ourselves blind to the human cost in our own borders.
Identity Attack0.10221587
Insult0.34032786
Profanity0.096805766
Threat0.008867673
Severe Toxicity0.008163452
Moderate 0.3302291 Constructive 0.768
Oct 2, 2025 1 likes IRCC Names India in Study …
These are people who defaecate on our beaches and throw garbage in our parks and rivers that Canadian taxpayers pay for to keep clean🇨🇦
These are people who defaecate on our beaches and throw garbage in our parks and rivers that Canadian taxpayers pay for to keep clean🇨🇦
Identity Attack0.034300596
Insult0.29383746
Profanity0.07643871
Threat0.0091524795
Severe Toxicity0.010070801
Moderate 0.3281604 Moderate Con 0.362
Aug 25, 2025 528 likes Why Canadians Are Turning Against …
They came on fraudulent student visas, with lies, those who had legal student visas, perfectly knew that there are steps towards immigration. Those who had fake visas, also perfectly knew the fact and pretended to …
They came on fraudulent student visas, with lies, those who had legal student visas, perfectly knew that there are steps towards immigration. Those who had fake visas, also perfectly knew the fact and pretended to be innocent with lies. Instead of following regulations, they started rioting in city squares, in city parks, making noise, throwing garbage. "Halt on Deportations: In response to the scandal, the Canadian government paused the deportation of the implicated students to investigate the situation further and consider alternative solutions.  Review of Cases:A process was put in place to review the cases of the affected students, particularly those who were victims of the fraud.  Fake Admissions:The students obtained their Canadian visas through a fraudulent agent who provided fake admission offers from Humber College, leading to their entry into the country.  Loss of Status:Upon discovering the fake letters, the students were deemed to have lost their study permit status, making them subject to deportation by the Canada Border Services Agency (CBSA).  Political Pressure:The New Democratic Party (NDP) in Canada called on the government to not deport these students, highlighting their exploitation and the circumstances under which they were brought to Canada.  Crackdown on Scammers:The government and authorities also began cracking down on the agents and fraudulent institutions that facilitated this scam, as the students were often unaware of the forged nature of their documents, according to the Canadian Federation of Students.  Advocacy for Students:Organizations and Members of Parliament (MPs) called on the government to show leniency towards the students, highlighting their victim status and advocating for waivers of deportation.
Identity Attack0.10221587
Insult0.26957804
Profanity0.06646215
Threat0.011974656
Severe Toxicity0.00919342
Moderate 0.30716252 Constructive 0.628 Unverified_Claim
Sep 23, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Dont hate indians , hate those who came here illigally, we pay 8 times more tution fees as canadian pays , we goes and work in those places where its hard to survival in -40*c …
Dont hate indians , hate those who came here illigally, we pay 8 times more tution fees as canadian pays , we goes and work in those places where its hard to survival in -40*c temperatures . So throw those who have bad intentions it could be white, black, brown . But dont hate or taget only one community because that wont solve the problem . Try to create more jobs and make housing affordable and make canada better place to live on. Thanks
Identity Attack0.31307843
Insult0.082372494
Profanity0.028093686
Threat0.010835429
Severe Toxicity0.009841919
Low Tox 0.27975297 Constructive 0.671 Moral_Argument
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
It's not a lie. I have friends telling me stories of Indian Immigrants in small towns like Renfrew, Eaganville, Barrie, and other smaller places in between where there following and harrassing women in small towns. …
It's not a lie. I have friends telling me stories of Indian Immigrants in small towns like Renfrew, Eaganville, Barrie, and other smaller places in between where there following and harrassing women in small towns. And their daughters alone side them. And their are never arrested. These people have disappeared of the internet 6-8 yrs ago and are popping up in small towns and even smaller villages along the highway. Parking on private property access roads for fires and picnics with there kids. I have seen it first hand all over lanark county and across the east end heading out to Embrun and east towards Plantagenet. And for anyone to deny this..it's because you live in a bubble and never leave the city. Can't goto the Ottawa River anywhere without seeing people bathing in the runoff from our fields and confronting locals tell them to stop trashing out forest and community . All the while throwing garbage into the river and bushes wherever they stop to get out of their cars. These Indians and Muslims do not care about the rules or our country. The Immigrants have over run the country and will not leave peacefully. Ask them yourself if they will. I bet they stand defiantly in your face and tell you "no". Even when they legally do not belong here. This will cause a civil war soon enough. Canada wants it's country back. And they will get it back from the liberals and their foreign army of vagrant, Canadian hating deciples. The time of the liberals has come to and end. Canada will be great again and the liberals will be back at the bottom where they belong. Especially after what they've done to the country and its people. Disgusting that no one has done it YET!!
Identity Attack0.22631748
Insult0.083359696
Profanity0.055940874
Threat0.03373172
Severe Toxicity0.008354187
Low Tox 0.22445217 Constructive 0.597
Sep 28, 2025 1 likes IRCC Names India in Study …
This is just scratching the surface. The crime these people bring to Canada wasn’t even touched. Ontario used to be safe for the most part. In the last 10 years it has turned into, burglary, …
This is just scratching the surface. The crime these people bring to Canada wasn’t even touched. Ontario used to be safe for the most part. In the last 10 years it has turned into, burglary, home invasion, auto theft, gun violence, shootings central. When perpetrators of these crimes are caught. It’s no surprise where they are from. There is tons of illegal, fake colleges. Bringing hundreds of people in a year. The Canadian government is only now catching onto it barely but the damage is done. They exploited the system in overstay their visa, then claim permanent residency. These people are disrespectful, dirty, and ungrateful. They do not Do not assimilate to Canadian lifestyle. They throw trash into our rivers in parks, turning it into where they came from. What is happening in Canada is much similar to Minnesota just with different types of government scams. You barely scratched the surface. Come back and interview real Canadiens.
Identity Attack0.09328204
Insult0.10148193
Profanity0.019895468
Threat0.03235042
Severe Toxicity0.0065994263
Low Tox 0.2028889 Constructive 0.557 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
No offence to the amazing Indian people, as a Canadian I find the majority very helpful and good for our country. However, things changed 2015- onwards- there are large scam companies now that bring unqualified …
No offence to the amazing Indian people, as a Canadian I find the majority very helpful and good for our country. However, things changed 2015- onwards- there are large scam companies now that bring unqualified people by taking money from them and creating fake student permits for them. The issue with that is that these people are OK with subpar living standards and offer their services for less than minimum wage and this creates a shadow/ cash-based economy where taxes go unreported and quality of life does not improve. This is not good for anyone- not the Canadians and older immigrants who lose jobs to these people and must pay higher taxes to maintain the infrastructure needed for a larger population. Not to mention how these new immigrants are a bit uncultured and almost like the "red-necks" of India- they throw garbage around, do not learn English, never make friendships with other races/ethnicities.
Identity Attack0.054763943
Insult0.076819435
Profanity0.022559889
Threat0.0067834044
Severe Toxicity0.002861023
Low Tox 0.15158679 Constructive 0.775 Policy_Critique
Jan 26, 2026 1 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.