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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: "Indians are getting back to …" 64 comments · Page 3 of 3
Many Punjabis are from Pakistan n people who migrated before independence n those who not willing to connect themselves with Indians that's why they make a strong community abroad...this applies to srilankan refugees as well.... …
Many Punjabis are from Pakistan n people who migrated before independence n those who not willing to connect themselves with Indians that's why they make a strong community abroad...this applies to srilankan refugees as well.... India pakistan division is the major reason for such migration Indians from other states move only if they get job n bring only their wife n move back to India later....
Identity Attack0.18235919
Insult0.06250052
Profanity0.025087673
Threat0.008867673
Severe Toxicity0.0062561035
Low Tox 0.15656179 Constructive 0.672 Comparative_Framing
Feb 6, 2026 Inside Canada's Indian Invasion...
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...
Please pin this comment Tyler, please go back and do a whole series about the Trucking Scandal 1. Please search the tragic Humboldt crash. The driver failed to read a stop sign 2. You actually …
Please pin this comment Tyler, please go back and do a whole series about the Trucking Scandal 1. Please search the tragic Humboldt crash. The driver failed to read a stop sign 2. You actually ended up speaking with a possible "mule" who again is there "temporarily" 3. Please look up the free documentary CBC put out in regards to the E Indian community "handing out" commercial driving licenses 4. Please search all the recent arrests inbound and outbound Detroit and Port Huron borders. 98% east Indian and the names are always written in the articles. These are facts 5. The "mules" get a slap on the wrist for the contraband and end up getting deported 6. The company starts the process again and claims they know nothing 7. Their company owners all drive exotic vehicles and fancy homes Please look into this, it's been happening for years and years
Identity Attack0.024198212
Insult0.071750276
Profanity0.024199532
Threat0.0101363575
Severe Toxicity0.0039863586
Low Tox 0.15103401 Constructive 0.747 Call_To_Action
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
A country of over a billion people not that hard to think that there are limited work opportunity in India thats why they move, same as any other poor and overly populated country, it just …
A country of over a billion people not that hard to think that there are limited work opportunity in India thats why they move, same as any other poor and overly populated country, it just so happen that india has the most people also its very hard to hammer their culture out of them "Indian civilization" is one of the world's oldest, with roots extending back over 8,000–9,000 years. can't get rid of them because they have been tested by time
Identity Attack0.10815793
Insult0.03522326
Profanity0.028503597
Threat0.014393489
Severe Toxicity0.00541687
Low Tox 0.13388206 Constructive 0.529 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Yes in the 80’s as a new emigrants we had to work for our living. We never ever thought to get help from the government we are all integrated in to a Canadian society. We …
Yes in the 80’s as a new emigrants we had to work for our living. We never ever thought to get help from the government we are all integrated in to a Canadian society. We paid taxes from the day one that made us true Canadian citizens. Which I’m a very proud of. In my street two houses own by East Indians They don’t take care of their properties like us taking care of our property. Should I assimilate in to there’s way of life ? Or they should assimilate into our society? The answer to this question is very simple . Assimilate to our way of life or move back to India.
Identity Attack0.10221587
Insult0.04383647
Profanity0.016001316
Threat0.00713294
Severe Toxicity0.0034332275
Low Tox 0.11652588 Constructive 0.733
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
It saddens me for what this country has become. When I first came here, I saw the potential of what I could do in this country but that is not the case anymore. I, amongst …
It saddens me for what this country has become. When I first came here, I saw the potential of what I could do in this country but that is not the case anymore. I, amongst many immigrants from India, try every bit possible to assimilate in the society and believe me we have, almost at par with Canadian values. However, post-covid, everyone seems to judge every east Indian on the same grounds as outlined by the speakers in this video. My opinion is, people who do not respect the laws and traditions of this country should go back to their countries (regardless of who they are) and do all your propaganda there especially all the international ones. Like I came here for a better future and I feel I am getting a worsened experience due to all this toxicity for colored people and their behaviour of course.
Identity Attack0.089973204
Insult0.033790905
Profanity0.019690514
Threat0.007094103
Severe Toxicity0.0028419495
Low Tox 0.11088664 Constructive 0.767
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
This isn't just Indian-specific, I have seen many African students do the same. Not all, but many of these international students from developing countries are just enrolling on degrees in western countries with no interest …
This isn't just Indian-specific, I have seen many African students do the same. Not all, but many of these international students from developing countries are just enrolling on degrees in western countries with no interest in studying or completing the degree, just to get entry into the country. They then either drop out after registering or first semester and or work illegally and send money back home. Governments focus too much on capping work and other visas paying little attention to the obvious backdoor routes student visas provide.
Identity Attack0.09162762
Insult0.030926194
Profanity0.023516348
Threat0.008103873
Severe Toxicity0.002784729
Low Tox 0.10956833 Constructive 0.601
Oct 19, 2025 IRCC Names India in Study …
As an Indian it is really sad to see... I hope u guys get ur Canada back soon❤
As an Indian it is really sad to see... I hope u guys get ur Canada back soon❤
Identity Attack0.09410924
Insult0.025284592
Profanity0.014703264
Threat0.0077025536
Severe Toxicity0.0028800964
Low Tox 0.10783285 Constructive 0.503 Identity_Assertion
Feb 11, 2026 2 likes Inside Canada's Indian Invasion...
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to …
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to our country. I agree, I think if people come to my country, they need to assimilate. Learn our languages, understand our culture and integrate. I feel that they need to create another sector to follow up on visas, check in on people, monitor. I also feel the banks need to monitor the amount of money people are sending back home, I understand some money. But not everything.
Identity Attack0.08749158
Insult0.024640027
Profanity0.029596692
Threat0.00948907
Severe Toxicity0.0037956238
Low Tox 0.103060275 Constructive 0.852 Policy_Critique
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
Indian government warned about criminals coming to canada and requested to send them back so they can be prosecuted in india but canada government refused. Its Canadian government fault to allow such unversities to exits …
Indian government warned about criminals coming to canada and requested to send them back so they can be prosecuted in india but canada government refused. Its Canadian government fault to allow such unversities to exits and issuing so many student visas. Canadians should hold government accountable and elected members and see who gets profit by forming such enterprises.
Identity Attack0.06340405
Insult0.030154925
Profanity0.010774951
Threat0.0074048014
Severe Toxicity0.0019836426
Low Tox 0.0969861 Moderate Con 0.466 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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...
May I say as a Metis. My family were and are the first people to be described as Canadian and are still acknowledged as the original Canadians. My great Uncles and Aunts fought the British …
May I say as a Metis. My family were and are the first people to be described as Canadian and are still acknowledged as the original Canadians. My great Uncles and Aunts fought the British North West Mounted Police at Batoche because the British Colonizers after outlawing fur trade except through the HBC company were further insulted by having their ancestral land sectioned off and given to immigrants. My uncles also were part of the first battle at Seven Oaks when surveyors were surveying and measuring my ancestral cousins land. The British Immigrants were described as the preferred immigrants. TheNorth American Indians, the Metis were described as undesirables and in a memo written to the Indian Affairs Minister during John A MacDonald asking him how best to remove the undesirables Metis from their land. The Metis were not placed on reservations because we never stopped fighting for our homeland rights. What is happening now is a continuation of what happened back when John A MacDonald was Prime Minister. May I also say if these migrates think their customs and regions are so great then stay in your homeland. But unlike the brave Metis who continues to oppose the government and finally 100 years later some our birthrights as the original Canadians have been recognized. My great grandfather and his father were both named Antoine and Charles Henault dit Canada, and to this day from the 1700s some of my cousin’s last name has been Canada since the 1700s. People with Canadian passports don’t make them Canadian. Indians from Indian don’t integrate or intermarry. They impose their culture on the rest of the country. Get rid of them all.
Identity Attack0.0376521
Insult0.032799274
Profanity0.017162729
Threat0.008323951
Severe Toxicity0.002412796
Low Tox 0.09112182 Constructive 0.772 Identity_Assertion
Sep 12, 2025 Why Canadians Are Turning Against …
This is a multifaceted problem for us. Firstly we keep emigrating people in, to deal with a declining population, instead of addressing the issues directly resulting in declining population, like the housing problem, cost of …
This is a multifaceted problem for us. Firstly we keep emigrating people in, to deal with a declining population, instead of addressing the issues directly resulting in declining population, like the housing problem, cost of living, under paying jobs, and astronomical Post secondary prices to get basic diplomas I know for a fact that 90's babies will be the last generation to have more then one child. Another issue is the recruitment centers in India, funded by Canadian corporations looking for cheap labor, promising the world to struggling Indians only to back out of every promise they made, and put the burden on the government and Canadians. This plus a lack of population control in India, is set that to have Indians to be over 25% of the global population in the next 50 years.
Identity Attack0.012061302
Insult0.016784932
Profanity0.0128245065
Threat0.0067186756
Severe Toxicity0.0013065338
Low Tox 0.03357032 Constructive 0.641 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...

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.