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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

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Active: "India is so AMAZING….they all …" 12 comments
KKKanada wants to send people back, lets start by sending the white settlers back to where they came from, including this white colonial bitch. Wanna criminalize migration, let's start by giving back all the stolen …
KKKanada wants to send people back, lets start by sending the white settlers back to where they came from, including this white colonial bitch. Wanna criminalize migration, let's start by giving back all the stolen resources and knowledge to the indigenous people of not only this stolen land but what Imperial powers, like the British crown took and continues to take from country like India. It is amazing how quick people are to blame individuals but forget that Europe, Canada and US stole more than half of the world's resources, peoples and knowledge. There is a reason why resources, knowledge and wealth are accumulated in the West. Want to stop people from coming in? GIVE OUR DAMN RESOURCES, LAND AND KNOWLEDGE BACK.
Identity Attack0.55044734
Insult0.5177041
Profanity0.39409557
Threat0.060119797
Severe Toxicity0.16960317
Moderate 0.52811706 Moderate Con 0.425 Identity Attack Insult Moral_Argument
Sep 30, 2025 IRCC Names India in Study …
Is anybody amazed that India is the number one fraudster? That country is full of “talents”.
Is anybody amazed that India is the number one fraudster? That country is full of “talents”.
Identity Attack0.4774257
Insult0.40243408
Profanity0.1184936
Threat0.009747985
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.171
Oct 1, 2025 IRCC Names India in Study …
I love india and I love Indians. I spent a lot of time in India. They are amazing. But this is wrong and it is the fault of the canadians.
I love india and I love Indians. I spent a lot of time in India. They are amazing. But this is wrong and it is the fault of the canadians.
Identity Attack0.5135796
Insult0.24630153
Profanity0.073529124
Threat0.009722093
Severe Toxicity0.020644438
Moderate 0.4014846 Constructive 0.603 Identity Attack Moral_Argument
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
This video sounds very racist, I grew up here since 1989. The video is a bit extreme, but there is definitely a lack of assimilation. But the same goes for the native communities, we just …
This video sounds very racist, I grew up here since 1989. The video is a bit extreme, but there is definitely a lack of assimilation. But the same goes for the native communities, we just put them in the middle of nowhere and killed their kids in schools centuries ago. Canadians let them get addicted to drugs and let their communities crumble. Now when a community shows up with a harder WORK ETHIC than the locals, THERE IS A PROBLEM???? Its called Getting on the GRIND. But @6:40 Not all the Kids... but a good portion are TAKING AWAY OUR IDENTITY. I work with some amazing humble guys from India... but the same does not go for the rest.
Identity Attack0.27701542
Insult0.30797598
Profanity0.06395709
Threat0.12536226
Severe Toxicity0.02296847
Moderate 0.37751234 Constructive 0.718 Personal_Narrative
Sep 25, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Indian light to speak their language, culture,.... And the equally support and love other cultures language systems and respect everyone equally in the world.... A Zoraster from Iran, a Syrian Christian or a Jew, or …
Indian light to speak their language, culture,.... And the equally support and love other cultures language systems and respect everyone equally in the world.... A Zoraster from Iran, a Syrian Christian or a Jew, or a Tibetan Buddhist...who came to India... Indian not amazing people believe me guys
Identity Attack0.38238457
Insult0.17858955
Profanity0.12158839
Threat0.015602129
Severe Toxicity0.02077355
Moderate 0.3561489 Constructive 0.646 Moral_Argument
Nov 22, 2025 Inside Canada's Indian Metropolis (Brampton)
India is so AMAZING….they all want to leave it. Eventually they will ruin their host country and seek a new place to ruin.
India is so AMAZING….they all want to leave it. Eventually they will ruin their host country and seek a new place to ruin.
Identity Attack0.37432748
Insult0.15414265
Profanity0.07870171
Threat0.094697006
Severe Toxicity0.021031776
Moderate 0.34757367 Low Con 0.249 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Let me tell you this as a legal Indian immigrant that came here 13 years ago with my whole family. There was a balance of immigration coming in from every country which was amazing until …
Let me tell you this as a legal Indian immigrant that came here 13 years ago with my whole family. There was a balance of immigration coming in from every country which was amazing until they opened the gates to India like it’s another bus stop away from India. Since then there have been so many illiterate people that fraudulently came here and keep trying to make Canada like back home which needs to stop. The reputation of Indian people which used to be hard working and family people is getting ruined by people that come here to give back nothing to Canadian economy. People that used to come into Canada came in with a dream but now it feels like just visiting another Indian state especially Brampton……… hopefully this stops but with the monkeys that have currently taken over Canadian parliament i hardly see an end to this.
Identity Attack0.2808415
Insult0.24928534
Profanity0.036401358
Threat0.008194493
Severe Toxicity0.00831604
Low Tox 0.29771072 Constructive 0.607 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
😂😂😂😂😂😂 While I was watching just for gags 20 year back I was amazed how canada people so gentle, city looks so clean 😂😂😂😂😂 Now our india canada same Why we have to tour canada …
😂😂😂😂😂😂 While I was watching just for gags 20 year back I was amazed how canada people so gentle, city looks so clean 😂😂😂😂😂 Now our india canada same Why we have to tour canada While everything is Indian 😂😂😂😂
Identity Attack0.36702603
Insult0.08434689
Profanity0.037904397
Threat0.0075083673
Severe Toxicity0.014253352
Low Tox 0.29405528 Moderate Con 0.401
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
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)
People from India in California are absolutely amazing. They have brought their culture, their traditions, their wisdom, their work habits, and their art. And, they’ve assimilated, they speak the language, they work hard, they love …
People from India in California are absolutely amazing. They have brought their culture, their traditions, their wisdom, their work habits, and their art. And, they’ve assimilated, they speak the language, they work hard, they love being here and become citizens.. The ultimate perfect example of what it means to be an immigrant in the US.
Identity Attack0.037136484
Insult0.012946909
Profanity0.017777596
Threat0.006699257
Severe Toxicity0.0019168854
Low Tox 0.039935954 Constructive 0.654 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
I came here 25 years ago from India. While growing up, I would go to the terrace of my home and turn the antenna to get Cbc at night. I watched Air Farce One, the …
I came here 25 years ago from India. While growing up, I would go to the terrace of my home and turn the antenna to get Cbc at night. I watched Air Farce One, the green show, NFB and Cbc and was always fascinated with Canada. I knew then when I was 20 that I will make Canada home. I wrote my IELTS ENGLISH test, studied here with good grades. And I did. I have an amazing career and young kids. And I have loved everyday of it. I have watched rerun of trailer park boys about 10 or so times already, watched Corner gas, watch hockey, I have embraced the weather, the people and the values this nation stands for. I have travelled coast to coast and to the great north. Heck I have been to more places in Canada with my job than other Canadians who are born and raised here. Now all I see there these ignorant, entitled effs thinking they can come and change the way of life. Like how Don Cherry said, they want the milk and honey but won't respect the values. I am effing done with this immigration and the government. Steven Harper was the prime minister when I got my citizenship and it was the proudest moment of my life. I really hope Canadians wake up. I know exactly why the racism has gone up and I don't blame the Canadians at all. These clowns bought it on to themselves. I just had enough and wish things would back to how it was 20 or so years ago.
Identity Attack0.011321344
Insult0.016556932
Profanity0.019348921
Threat0.007534259
Severe Toxicity0.0019073486
Low Tox 0.032156147 Constructive 0.658
Sep 20, 2025 26 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.