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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: "My Indian friend told me …" 12 comments
When I lived in SW PA, we saw more and more convenience stores being run by Indians. I went into a 7-11 once, and there was what looked like a family in the office, and …
When I lived in SW PA, we saw more and more convenience stores being run by Indians. I went into a 7-11 once, and there was what looked like a family in the office, and when the guy that worked there was serving me, I asked him, why don't I ever see any Americans working there? He said, because Americans are lazy, and especially the black ones. He said Americans always want days off. Days off because you're sick, or days off because it's a holiday, days off for everything. They don't want to work. This is all because of Clinton. He made a deal where Indians could come to the US, and they were given money to "start" a company. The idea was, they would BUILD a company, and hire Americans to work it. Instead, they bought stores and motels and used those to import their family and friends from India to here, for work. When I went back to school, I had no choice but to work at a gas station. I was off on payday once, and went in to get my check. There was a new guy at the counter, an Indian. I asked for my check, and wanted him to cash it for me. We always did that if there was enough money in the register. He told me to move, customers waiting. He didn't speak English very well. I went to the office to see the work schedule, and he yelled at me to get out of there! I told him what I was doing, he said "You work no!! I work! You boss no own, my boss own! Leave now! After a little more back and forth yelling, I found out my boss sold the gas station the night before and we were all out of a job. I blew up in front of all the customers! They started to walk out. Lol. That station didn't even last a year, and they had to close down. If they had a drive off (back in the days of a pump and run) they would call the police, but couldn't speak English very well. So they would tell police robbery! After a few times of that, the police told them to never call again. This was a very small town in SW PA, and word got around, and no one went to that station any more. This is the same area that was featured in Tyler's and others videos about all the Haitians that were shipped in by Biden. Bell Vernon PA, right across the river from Charleroi PA. The area is still FULL of Haitians, scaring all the native people away. Taking over the Walmart that is right across the street from where this gas station used to be. One of the many reasons I live in TX now.
Identity Attack0.4911651
Insult0.40243408
Profanity0.2327678
Threat0.030623792
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.79 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
All immigrant communities around the world knew since the stone age about all dirty practices and fraud east Indian people always commit in their day to day life. Have you been sleeping all the time …
All immigrant communities around the world knew since the stone age about all dirty practices and fraud east Indian people always commit in their day to day life. Have you been sleeping all the time canada? 5 years ago when i told about this to canadian friends , all they said I am racist🤷🏽‍♂️ now you can see yourself…
Identity Attack0.46028158
Insult0.36537176
Profanity0.03389629
Threat0.008349842
Severe Toxicity0.01896597
Moderate 0.40614098 Moderate Con 0.371
Oct 3, 2025 1 likes IRCC Names India in Study …
When I went to Niagara college it was 90% Indian exchange students. I saw punjabis pimping out girls in the school bar and constantly selling hard drugs in the open. I saw Indians drag women …
When I went to Niagara college it was 90% Indian exchange students. I saw punjabis pimping out girls in the school bar and constantly selling hard drugs in the open. I saw Indians drag women bye their hair through the hallways and force themselves onto them in private study rooms, while their friends guarded the exit to the room. Multiple times i had to stand up for women and almost get physical with them. One pulled a knife out on my in the hallway when I told him to get off a girl that obviously didn't want it. Me and my friend rented a house beside the college and we would have occasional partys. They would show up the party and push hard drugs onto my friends. One was flashing around a hand gun and acting like a wanna be gangster. They would steal things and leave their trash everywhere. I finally had enough and said no more Indians at my house.
Identity Attack0.46028158
Insult0.33998606
Profanity0.2661772
Threat0.2836219
Severe Toxicity0.035007052
Moderate 0.39842087 Constructive 0.648
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I'm so glad you did this video. Racist will be the first response. Yet, as Canadians we know that our Race is the minority and young white people refuse to work. It is also very …
I'm so glad you did this video. Racist will be the first response. Yet, as Canadians we know that our Race is the minority and young white people refuse to work. It is also very hard when every single store; walmart; Fast food is all India. Other races will not be hired, so all we see are India taking over every taxi and every single job. They can tolerate having all their family live in one house, as they buy multiple homes. These homes are left empty, until enough house are bought to take over a lane or an entire neighbourhood. They are not hostile; extremely friendly, yet not as concerned about wearing hair net or beard net or gloves when preparing food. (We are told most are friendly but to be mindful of those that wear their head wrap. (Timmins Ontario has been taken over) ... According to 2021 Census data from Statistics Canada, there were approximately 765 people of South Asian descent living in the Timmins census agglomeration. Recent estimates and community reports suggest this number has continued to grow through 2026, primarily driven by international students and economic immigration. Population Estimates and Demographics Indian Immigrants: As of the 2021 Census, 115 residents in Timmins were specifically listed as having India as their place of birth, a significant increase from 55 in 2016. South Asian Population: The broader "South Asian" visible minority group—which predominantly includes people of Indian heritage—numbered 765 in 2021, representing 1.9% of the total population. This was a sharp rise from only 165 people in 2016. International Students: A significant portion of the Indian community consists of students at Northern College. Reports indicate that since 2017, the college has enrolled nearly 2,000 international students, with approximately 96% originating from India. Recent Growth Trends (2022–2026) While the official 2026 Census data is not yet available, current local indicators point to a sustained increase in the Indian community: Rebounding Population: Mayor Michelle Boileau noted in 2024 that Timmins' population has reached its highest levels in over a decade due to immigration and industry opportunities. Newcomers: Since 2021, over 700 newcomers have arrived in Timmins through programs like the Rural and Northern Immigration Pilot (RNIP). Cultural Infrastructure: The growth of the community led to the establishment of the city's first Sikh temple to serve the expanding Sikh and Indian resident base. Note that "North American Indian" refers specifically to Indigenous First Nations people, of which there were approximately 2,640 in Timmins as of 2021. This is distinct from the population of people with origins in the country of India.
Identity Attack0.3817989
Insult0.19967617
Profanity0.048425674
Threat0.013321015
Severe Toxicity0.014705247
Moderate 0.3389984 Constructive 0.844
Jan 27, 2026 Inside Canada's Indian Invasion...
I had a co-worker who applied for PR and keeps waiting and waiting, one co-worker from India said to him.. “Dude! Just get marry with someone who has a citizenship and you will get a …
I had a co-worker who applied for PR and keeps waiting and waiting, one co-worker from India said to him.. “Dude! Just get marry with someone who has a citizenship and you will get a spousal visa so easy, quick! That’s how all my indian friends got it. It’s like a contract.” I told her “Hey that’s illegal!” And that Indian girl laughed and said “Who cares!” They are ruining the entire immigration system in Canada.
Identity Attack0.3857254
Insult0.16751462
Profanity0.08775374
Threat0.011042561
Severe Toxicity0.013866014
Moderate 0.33587718 Constructive 0.643
Oct 12, 2025 IRCC Names India in Study …
6:10 66 ILLEGAL DRIVING schools shut down in Brampton my moms Indian friend moved to my small town and literally told us half her family bought there license
6:10 66 ILLEGAL DRIVING schools shut down in Brampton my moms Indian friend moved to my small town and literally told us half her family bought there license
Identity Attack0.11163961
Insult0.034341812
Profanity0.055940874
Threat0.014220826
Severe Toxicity0.010299683
Low Tox 0.20242359 Moderate Con 0.453 Unverified_Claim
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
I have an Indian friend in Canada. He told me that the driving license he got from India, all he had to do was register for the school and he got the license lol that's …
I have an Indian friend in Canada. He told me that the driving license he got from India, all he had to do was register for the school and he got the license lol that's probably why there are so many accidents.
Identity Attack0.22458547
Insult0.053205602
Profanity0.029186781
Threat0.008065036
Severe Toxicity0.0049972534
Low Tox 0.1991664 Constructive 0.661 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
1. Almost 2.5 million Indians are currently living there. The total population is 41.6 million, so about 6% are Indians. The total number of Pakistanis is around 500K, and Bangladeshis about 100K. 2. Out of …
1. Almost 2.5 million Indians are currently living there. The total population is 41.6 million, so about 6% are Indians. The total number of Pakistanis is around 500K, and Bangladeshis about 100K. 2. Out of all these, an estimated 1.5 million people are either overstaying or have entered illegally. 3. Pakistanis and Bangladeshis are also involved in illegal activities (I’m not defending Indians—they are also involved, I’ll come to that). If you ask them, many will claim to be Indians. You can see the same trend in the UK as well. The reason I’m mentioning them is because they have a similar appearance to Indians. 4. Almost half of the Indians in Canada are living there illegally. Why do I say this? Because here in India I personally know many people from Punjab and Haryana who go there. In both states, you can easily find many agents who reassure people that they can send them to Canada or the USA without much difficulty. You can also see the trend among Punjabis—many aspire to drive trucks and cars in Canada. In India, people often see Punjabis as if their only purpose in life is to go to Canada. I love Punjabi people, but I don’t like this mindset. 5. So, the people you see doing disgusting things are most likely illegal immigrants. Why? Because genuine people go there to educate themselves and contribute something meaningful to the culture—not to behave like those individuals. 6. I really hope Canada can recover from this. I have a friend who went there in 2015, and he once told me to visit the country. Canadians are truly amazing, and the natural beauty (except the winter!) is so nice. Please, Canadian government, take some steps for the well-being of your people.❤
Identity Attack0.2308735
Insult0.05964688
Profanity0.035399333
Threat0.01238892
Severe Toxicity0.007095337
Low Tox 0.19504376 Constructive 0.824
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
I lived in Malton in the 1980s when the Sikhs arrived. We were naive in our approach to these newcomers. They bought homes and filled them with up to 25 people breaking property standards. They …
I lived in Malton in the 1980s when the Sikhs arrived. We were naive in our approach to these newcomers. They bought homes and filled them with up to 25 people breaking property standards. They bought the local school and filled the classrooms with cots for new arrivals. Nothing was monitored. Local police worked tirelessly dealing with cultural differences. They demanded rights! I was refused service in one of their stores. Crime went up by 27%, and research revealed that 7% of students in Mississauga were psychopaths from exposure to war and violence! Then, an Indian friend told me that after Ghandi's daughter's assassination, they went from one village after another, robbing and killing in order to get out of India. Thus, the $5000 cookie jar reference. His car was stolen. Working at the birth registry office, he observed they changed their identity and falsified documents. My 13 year old daughter was thrown up against a wall, and a ceremonial knife was put to her throat. Rapes were happening at the high school. I should have called the police many times, and I deeply regret not stopping this intrusion into our Canadian culture. Hazel, the mayor the time at least, stopped the construction of monster homes. Their sense of supremacy was tangible. It's well past the time to deal with unregistered apts, finding true identities and turning to the Indians made victims of the ruthless greed to get the truth.
Identity Attack0.10221587
Insult0.07365121
Profanity0.035649836
Threat0.01052473
Severe Toxicity0.005836487
Low Tox 0.16678599 Constructive 0.737 Personal_Narrative
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank you for this report on Brampton. For context, I am a 4th generation Canadian, my ancestors immigrated here a few years prior to confederation in 1867. I have worked in the tool and die …
Thank you for this report on Brampton. For context, I am a 4th generation Canadian, my ancestors immigrated here a few years prior to confederation in 1867. I have worked in the tool and die industry for decades and many of my associates work for or manage tool and die businesses in Brampton. Everyone in Brampton knows what is changing there. When I try to explain to my friends that what is happening in Brampton is not balanced, they do not understand, they think I am a racist. I told them that my Indian friends in Brampton feel the same way I do. They look at me like a deer in the headlights. Nothing has turned me against a politician so vehemently as Justin Trudeau's management of immigration. The man had no idea how to effectively manage immigration in a way which would integrate people into a culture and society such as Canada. That certainly is not creating a microcosm of one nation in a city.
Identity Attack0.07012023
Insult0.06512285
Profanity0.022013342
Threat0.0089712385
Severe Toxicity0.003566742
Low Tox 0.14429577 Constructive 0.874
Sep 26, 2025 59 likes Inside Canada's Indian Metropolis (Brampton)
My Indian friend told me all he got to do to get a driving license back home was to register for the school. Without even doing the driving test lol....
My Indian friend told me all he got to do to get a driving license back home was to register for the school. Without even doing the driving test lol....
Identity Attack0.053399716
Insult0.022770792
Profanity0.03339528
Threat0.007935578
Severe Toxicity0.00289917
Low Tox 0.09655223 Constructive 0.518 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I share the same sentiments as these Canadian citizens.I'm an immigrant myself, and it is our moral obligation, to respect the culture and Laws, etc. There are people coming from other countries, especially in certain …
I share the same sentiments as these Canadian citizens.I'm an immigrant myself, and it is our moral obligation, to respect the culture and Laws, etc. There are people coming from other countries, especially in certain parts of Asia, as if they are here to take over Canada. Some years ago I was going home from work about 9 :45 pm and an Indian female told me to get up from beside her, so her friend could sit beside her.
Identity Attack0.06294931
Insult0.018129934
Profanity0.013439372
Threat0.0072753434
Severe Toxicity0.0019931793
Low Tox 0.059727192 Constructive 0.857
Aug 25, 2025 2 likes Why Canadians Are Turning Against …

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.