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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: "Most Indians have immigrated legally. …" 38 comments · Page 2 of 2
They are definitely gaming the system. It's waaaaay too permissive. It's rough. Systems based on honor and lack of corruption get used when people used to bribery and corruption (most Indian politics, policies, taxes, etc) …
They are definitely gaming the system. It's waaaaay too permissive. It's rough. Systems based on honor and lack of corruption get used when people used to bribery and corruption (most Indian politics, policies, taxes, etc) will use the hell out of it. That's why it works in places like Denmark, Finland, etc. They don't let just ANYONE in, it's actually quite difficult. Nothing wrong with Immigration as long as the immigrants assimilate and do so legally.
Identity Attack0.17769934
Insult0.07301756
Profanity0.17055123
Threat0.008259222
Severe Toxicity0.0077819824
Low Tox 0.22445217 Constructive 0.689 Policy_Critique
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
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 …
These immigrants are making life harder for regular Canadians in multiple ways. They often live and work without any legal documentation, supported by landlords and employers who are complicit in these illegal arrangements. This leads …
These immigrants are making life harder for regular Canadians in multiple ways. They often live and work without any legal documentation, supported by landlords and employers who are complicit in these illegal arrangements. This leads to unsafe housing conditions and unregulated workplaces. On the roads, many pay Indian-owned driving schools to bypass the proper tests, and then drive without registration or insurance, contributing to hit-and-runs, unsafe roads, and higher insurance premiums for everyone. In housing, the high number of newcomers increases demand, driving up prices and making it harder for Canadians to afford homes. In employment, corporations like "Singh" Hortons prefer hiring these workers who will accept lower pay, no benefits, and longer, illegal shifts, leaving Canadian youth with fewer job opportunities. Overall, these practices are making life significantly harder for regular Canadians.
Identity Attack0.21866
Insult0.0818789
Profanity0.01846078
Threat0.008259222
Severe Toxicity0.005836487
Low Tox 0.20335422 Constructive 0.642 Economic_Argument
Sep 30, 2025 IRCC Names India in Study …
Most Indians have immigrated legally. “As American Renaissance contributor Gregory Hood writes, making ‘race the defining difference’ is the ‘precursor to the formation of an ethnostate, the great dream of the White Republic.’” -- “Proud …
Most Indians have immigrated legally. “As American Renaissance contributor Gregory Hood writes, making ‘race the defining difference’ is the ‘precursor to the formation of an ethnostate, the great dream of the White Republic.’” -- “Proud Boys and the White Ethnostate” by Alexandra Minna Stern (2019).
Identity Attack0.23922618
Insult0.038566336
Profanity0.045419596
Threat0.010964886
Severe Toxicity0.005836487
Low Tox 0.19893374 Moderate Con 0.363 Unverified_Claim
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Don’t know about Canada, but in US, Indians are the richest ethnic groups. Canada does attract lesser skilled Indians. However, pretty sure Indians contribute more than their share of taxes. You guys can keep on …
Don’t know about Canada, but in US, Indians are the richest ethnic groups. Canada does attract lesser skilled Indians. However, pretty sure Indians contribute more than their share of taxes. You guys can keep on hating but all the western countries need Indians as that’s where the population is. And people work hard. They are invited. >99% Indians immigrate legally. They’re abiding by rules laid by these countries. Up to these countries to decide the rules.
Identity Attack0.25309357
Insult0.054962315
Profanity0.017094411
Threat0.006925808
Severe Toxicity0.0044441223
Low Tox 0.19599396 Constructive 0.615
Oct 3, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
I am indian still i am against taking over any other country. European counties must rethink about illegal and also legal immigrants
I am indian still i am against taking over any other country. European counties must rethink about illegal and also legal immigrants
Identity Attack0.17536941
Insult0.032909457
Profanity0.027547138
Threat0.009540852
Severe Toxicity0.004348755
Low Tox 0.17545098 Constructive 0.519 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
I live in Brampton, i am all for diversity but where is the diversity if everyone is Indian. I am French originally and i am in a minority of one! Let's be clear, the massive …
I live in Brampton, i am all for diversity but where is the diversity if everyone is Indian. I am French originally and i am in a minority of one! Let's be clear, the massive Indian increase in the population is due to Trudeau's immigration policy, the indians did not jump over the border as some of the comments suggest, they mostly came here legally, and this was done without broad agreement of the Canadian population as a whole. Canadian population went from being 30 million inhabitants to 40 millions in just over a decade, a massive population increase in a short time due mostly to Indian immigration with huge impact on housing , cost of housing, infrastructure, jobs, taxes, etc... The liberals have a lot to answer for the disaster which Canada has become in the last 10 years and yes they got rid off Trudeau, but they are still in power, stiffling the potential economic growth of Canada which should be a rich country instead of being a country where many people live from pay cheques to pay cheques.
Identity Attack0.17226285
Insult0.053791173
Profanity0.01982715
Threat0.0072365063
Severe Toxicity0.0044059753
Low Tox 0.165053 Constructive 0.801
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
I agree many things, but not agreeing to “ not paying tax”, “not working hard” & “just cross the border illegally”, most new Brampton residents pay high taxes as most work at jobs and payroll …
I agree many things, but not agreeing to “ not paying tax”, “not working hard” & “just cross the border illegally”, most new Brampton residents pay high taxes as most work at jobs and payroll money comes after tax. Maybe minor fraction like (0.01%) might be working in cash not paying tax. It’s just their frustration speaking. Almost all Indian immigrants are not refugee that they come free to Canada and live in hotels for free. Indian immigrants are economic immigrants, who came here legally with investing big money and working in country and giving back. Most people in this video are confusing refugee with Indian immigrants. Indian immigrants don’t get any extra benefits than any other Canadians, even gets less or exploited by locals…
Identity Attack0.120924085
Insult0.058475737
Profanity0.018324144
Threat0.0068999166
Severe Toxicity0.003376007
Low Tox 0.15490346 Constructive 0.797 Policy_Critique
Nov 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal …
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal immigrant who migrated here with a nuclear family only on merit, I believe I earn the privilege to voice my thoughts here. First of all, rather than blaming the hoards of Indian immigrants, why don't anyone ask questions to the people who allowed it? Why not ask the politicians who vetoed it? Why not ask the police who is not able to stop reckless drivers? Why not ask the minister's who allow hospitals to run under staffed? USA has a massive Indian diaspora. But they are mostly IT workers and CEOs and Doctors. So who was at mistake of bringing illiterate, uncouth Indians to Canada? After earning all the required merit, and paying as much taxes from my family that is equivalent to minimum wages of at least 4 people, it hurts me to see undeserving people taking benefits of the system, while we get the short end. No one seemed too concerned when Indian students brought in so much money and revived some dead economies. No one blamed thousands of Punjabi businesses bringing in dollars into the economy. India, with its 150 billion people has s#!to eaters and people who can buy out Canada. You only see the bad. Press the government to bring in good people. Doctors, engineers, lawyers, scientists, business people, who will add value to the country and generate you jobs and salaries and grow this country. Not cooks and drivers only. Khalistan and Pro-BJP factions are both bad outside India. They all should go back and let the peace loving Indians and Canadians live here in peace. I don't hate anyone, but just the people who make my home country and me look bad. We ain't that bad after all.
Identity Attack0.105836816
Insult0.05262003
Profanity0.016172111
Threat0.007909686
Severe Toxicity0.0029945374
Low Tox 0.15158679 Constructive 0.821 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
As a Filipino studying in Canada, it’s kind of frustrating that a certain group of international students if you know, you know is ruining the immigration system, and the blame ends up on those of …
As a Filipino studying in Canada, it’s kind of frustrating that a certain group of international students if you know, you know is ruining the immigration system, and the blame ends up on those of us who came here legally. Some Filipinos who chose to study here have already gone back to the Philippines because life here is difficult and we see no future anymore in Canada. Others have moved to the United States to work as nurses or to Singapore instead, because we realize that the money we invested in paperwork and tuition fees is no longer worth it. Meanwhile, we see many Indian students at school who only attend classes when there’s an exam or quiz.
Identity Attack0.10221587
Insult0.058475737
Profanity0.017982552
Threat0.007534259
Severe Toxicity0.0030708313
Low Tox 0.14256015 Constructive 0.605 Personal_Narrative
Sep 30, 2025 290 likes IRCC Names India in Study …
Yes, majority are Indians. But none came illegally, most if not all came here legally with work permits or family immigration, works hard and pay taxes and contribute to society.
Yes, majority are Indians. But none came illegally, most if not all came here legally with work permits or family immigration, works hard and pay taxes and contribute to society.
Identity Attack0.11744241
Insult0.02618698
Profanity0.017504321
Threat0.006330303
Severe Toxicity0.002708435
Low Tox 0.11305673 Constructive 0.571
Sep 19, 2025 20 likes Inside Canada's Indian Metropolis (Brampton)
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this …
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this time it is happening through modern immigration and citizenship policies rather than conquest. Brampton is increasingly becoming Indian-dominant, not because of organic assimilation, but because Canadian government policies have allowed unchecked immigration, easy pathways to citizenship, and weak enforcement against illegal overstays. This demographic shift is a direct consequence of Canadian governance decisions, not the actions of immigrants alone. It is also important to acknowledge an uncomfortable reality: while many Indians in Brampton are hardworking, skilled, and law-abiding, there are individuals living there who are reportedly facing criminal charges or are wanted in India, yet continue to remain abroad due to legal loopholes, slow extradition processes, or a lack of coordination between governments. Ignoring this issue only undermines trust and accountability. Ultimately, the responsibility lies with the Canadian government. Citizenship is granted by Canada, not India. If Brampton is changing rapidly in its cultural and demographic makeup, it is because policymakers chose growth without proper planning, enforcement, or integration. History shows that when governments ignore demographic balance and social cohesion, long-term consequences follow—regardless of which group is involved.
Identity Attack0.04538634
Insult0.0279513
Profanity0.013985921
Threat0.0074436385
Severe Toxicity0.0020599365
Low Tox 0.079250954 Constructive 0.67
Jan 4, 2026 Inside Canada's Indian Metropolis (Brampton)
The truck drivers. Just handing out az licences. The Tim hortons debacle. I think it’s a beautiful culture historically. I have made many East Indian and other immigrant friends in my 53 years. It’s some …
The truck drivers. Just handing out az licences. The Tim hortons debacle. I think it’s a beautiful culture historically. I have made many East Indian and other immigrant friends in my 53 years. It’s some of the new immigrants policies that are causing issues. At the end of the day I welcome all who come here legally and with good intentions.
Identity Attack0.04023018
Insult0.01767874
Profanity0.011253181
Threat0.0065697995
Severe Toxicity0.0014209747
Low Tox 0.05651112 Constructive 0.771
Oct 6, 2025 2 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.