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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: "This country has reached such …" 14 comments
Immigration frauds and scams have reached such unprecedented scale that it simply destroyed the dreams of good affordable life in Canada for those who worked hard for so many years and never broke the law. …
Immigration frauds and scams have reached such unprecedented scale that it simply destroyed the dreams of good affordable life in Canada for those who worked hard for so many years and never broke the law. Honestly finally fails against the frauds, liars, corrupt people, criminals and money launders. No doubt the process of scams has involvement of corrupt politicians, business owners, real estate developers, money launders and criminals. Instead of growing a self sustainable country the incompetent corrupt politician assisted mass illegal immigration scams as a cheap way to make money to grow GDP, but costly people in a huge way in ways more bad quality unaffordable life with future marred with corruption everywhere
Identity Attack0.22063516
Insult0.4339631
Profanity0.03715288
Threat0.0086087575
Severe Toxicity0.012130737
Moderate 0.39669925 Moderate Con 0.464
Dec 25, 2025 Deportations From Canada at Their …
⚠️ Freedom of Speech ≠ Freedom of Hate Speech. 1. Do they have any Valid Answer for Why They Hate Indians? 2. Do they have any Logical Explanation for How Indians are Harming People Across …
⚠️ Freedom of Speech ≠ Freedom of Hate Speech. 1. Do they have any Valid Answer for Why They Hate Indians? 2. Do they have any Logical Explanation for How Indians are Harming People Across the World? 📌 The Answer is NO. 👾 Any Negative Action or Thought By An Individual from India ≠ Every or Many Indians' Action or Thought. 👾 Minor Exceptions Do Not Represent Most of the Indians. 🤖 Spreading Hatred Because of a Minor or No Reason is a Sign of Poor Mental Condition or Lack of Proper Education & Awareness. 🇮🇳 India is Much Bigger than Someone's Imagination. 🇮🇳 Being An Indian is a Matter of Pride. 1. India is the World's Largest Democracy. 2. India is One of the World’s Oldest Civilizations. 3. India has the World's Oldest Religion. 4. India is One of the Most Diverse Countries in the World. 5. India is One of the Fastest-growing Major Economies in the World. 6. India is the 4th Largest Economy in the World. 7. India has One of the Fastest-growing Startup Ecosystems in the World. 8. India is the Home to 18% of Total Humanity on Earth. 9. India has One of the Most Influencial Cultural Diversities in the World. 10. India Produces World's 2nd Most STEM (Science, Technology, Engineering & Mathematics) Graduates Every Year. 11. India has One of the Largest Youth Work forces in the World. 12. India has the 2nd Largest Active Military Personnel in the World. 13. India is the 4th Powerful Military in the World. 14. India is the World's Pharmacy that Provides 20% of the World’s Generic Medicines. 15. India is the First Country to Reach Mars Orbit on its First Attempt. 16. India is the First Country to Land near the Moon’s South Pole. 17. Many Scientific & Mathematical Concepts Like Zero, Decimal System, Yoga, Astronomy, Metallurgy were Originated in India. 18. India has the World's Largest Highly Skilled Diaspora across the Countries. 19. India is the CEO Capital of the World leading World's Largest Corporations. 20. India has 3rd Highest Billionaires in the World. 21. About 11% of All the American Unicorn Startups are Co-founded by Indian Origin Citizens. 22. About 10% of Total US Patents are Attributed to the Indian-origin Inventors. 23. About 10% of Total US Physicians are of Indian Origin. 24. Indian Diaspora Contributes more than 5% of Total US Income Taxes Annually. 25. Indian Diaspora Contributes more than 5% of the UK’s Total GDP. 26. About 60% of all Hotels in the United States are Owned By Indian-origin Businessmen. 27. About 40% of all Convenience Stores in the US are Owned By Indian-origins. 28. Indian Origins are the Highest-earning Ethnic Group in the U.S. 29. Indian Diaspora Holds over 300 High-ranking Government Positions Across the Countries. 30. India Survived & Rebuilt itself after Centuries of Foreign Invasions & Colonization. 🤔 Actions of Individuals ≠ Actions of 1.4 Billion Indians.
Identity Attack0.39334553
Insult0.25998658
Profanity0.14313951
Threat0.046541955
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.601 Moral_Argument
Feb 20, 2026 1 likes Inside Canada's Indian Invasion...
Every Indian is a zip packet. When they arrive Canada, they unzip immediately to become many Indians. India's current national strategy is to use all legal and illegal means to help Indians enter and occupy …
Every Indian is a zip packet. When they arrive Canada, they unzip immediately to become many Indians. India's current national strategy is to use all legal and illegal means to help Indians enter and occupy other countries, and turn other countries into India. When India's population reaches a certain size, this trend will become completely irreversible.
Identity Attack0.4453683
Insult0.24493282
Profanity0.035148825
Threat0.015429466
Severe Toxicity0.019482423
Moderate 0.3561489 Moderate Con 0.374
Sep 29, 2025 IRCC Names India in Study …
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...
This country has reached such an insanity level that pointing out fraud is suddenly racism. Somebody please, make it make sense.
This country has reached such an insanity level that pointing out fraud is suddenly racism. Somebody please, make it make sense.
Identity Attack0.1714862
Insult0.26957804
Profanity0.03915693
Threat0.007417747
Severe Toxicity0.00667572
Moderate 0.32020867 Low Con 0.162 Policy_Critique
Feb 26, 2026 6 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
You made many videos against India and its culture okay I appreciate it but now make videos about the good things in India and its culture? You won't I guess because you wouldn't get the …
You made many videos against India and its culture okay I appreciate it but now make videos about the good things in India and its culture? You won't I guess because you wouldn't get the reach that you get while showing the badbside of our country and its people
Identity Attack0.22458547
Insult0.0836065
Profanity0.08419759
Threat0.015602129
Severe Toxicity0.011520386
Low Tox 0.28674445 Constructive 0.533 Policy_Critique
Feb 4, 2026 3 likes Inside Canada's Indian Invasion...
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about …
You are a pretty good influencer you know how to get engagement but the thing that you might miss is that you also plant seeds of racism in people's brain, I get your idea about the illigal immigrants and I totally agree that all the illigal immigrants should not only be deported but should also be punished strictly and I get it that it's frustrating that people are not following the rules or people are doing bad stuff there but the thing is not only the content but also the intent behind the making and releasing this video, you could have mentioned illigal immigration but you choose to use words like Indian invasion and giving a name to a specific event would cause racism and hate towards the community as well as for the country, The way you showed the clips of specific people showing middle finger in cars I can show a tons of videos of native candains doing the same thing but then it's morally wrong because everyone's not same, same way just check out there's a lot of people who does bad things in public who are the citizens of Canada and who are doing bad stuff, imagine I make a video saying that "The stupid canadians who doesn't follow rules" that video will also show partial truth of some Canadians doing stupid things but associating Canada's name would spread racism against them which is wrong, same way you could've made a video on illigal immigrants who came from india but you choose to get more engagement by using racist terms and things which will make people think that all indians are same, in conclusion I just want to say that in america the highest earners are American-indians and I really thank us government for giving opportunities to them but they not only worked hard for those opportunities but they also worked more then the Americans to get to the top, if the America would have a better person to be the ceo of Google then sundar pichai must have been in india but since he's the best he's at the top same way every american-indian or legal immigrants not only worked hard to get there but also worked more to reach where they are, YOU HATE US, CAUSE YOU AIN'T US. (If you have talent skills and passion come to India and try to become ceo of Reliance industries or TATA group and if you really manage to do it I will not only say sorry but I will myself get all the Indians out of Canada) ✌️♌
Identity Attack0.27991617
Insult0.16337912
Profanity0.07514556
Threat0.058826666
Severe Toxicity0.014382465
Low Tox 0.27525392 Constructive 0.818 Moral_Argument
Feb 5, 2026 2 likes Inside Canada's Indian Invasion...
_Will these people help a society reaching highest quality of life such as safety, fairness, happiness, orderly, etc.?_ _Why dont they go build their country like China with that population? LOOK AT CHINA!!_
_Will these people help a society reaching highest quality of life such as safety, fairness, happiness, orderly, etc.?_ _Why dont they go build their country like China with that population? LOOK AT CHINA!!_
Identity Attack0.24293575
Insult0.05262003
Profanity0.03489832
Threat0.010162249
Severe Toxicity0.009994507
Low Tox 0.22579013 Low Con 0.22
Feb 10, 2026 Inside Canada's Indian Invasion...
Hi from Indiana. I’m not familiar with life in Canada and I’m shocked to watch what is going on right now in your video. Maybe it’s not too late if your government can figure out …
Hi from Indiana. I’m not familiar with life in Canada and I’m shocked to watch what is going on right now in your video. Maybe it’s not too late if your government can figure out to modify some of the immigration laws that will give back the power, the benefit, and advantage to a natural born Canadian. 800 thousand foreigners coming in in the last three months? What’s with that? That’s so shocking. Looks like a legalized invasion/occupation. I’m like you, I was a legal immigrant from Asia in the late 70s retired now and love my great state of Indiana. My family has been here for almost 50 years fully acculturated to the values and culture of American life with my husband and two grown boys. This is my adopted beloved country now. I am everything that it is about. I still know how to speak my birth language only when I go home for vacation. I don’t use it even to speak to a fellow Asian when I see that an English speaking native born American is within ear’s reach. That young lady might be dead with brain tumor before she gets her MRI. That’s unacceptable. Here you go to the ER and if you need an MRI you get admitted and most like have it the next day. Or Y
Identity Attack0.06294931
Insult0.035443626
Profanity0.01982715
Threat0.0074436385
Severe Toxicity0.0029945374
Low Tox 0.11192002 Constructive 0.824
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Read Carnage's book. His globalist elitist philosophy will offshore all Canadians' resources to polluting countries whilst he puts mandates on Canadians to achieve his globalist net zero policies . He wants Canada's population to reach …
Read Carnage's book. His globalist elitist philosophy will offshore all Canadians' resources to polluting countries whilst he puts mandates on Canadians to achieve his globalist net zero policies . He wants Canada's population to reach 100 million within 50 years. Where do you, your children, and grandchildren fit in a Brookfield first policy.
Identity Attack0.011173353
Insult0.030595649
Profanity0.010535837
Threat0.007081157
Severe Toxicity0.0014209747
Low Tox 0.06896287 Moderate Con 0.409
Jun 19, 2025 1 likes How Canada broke its immigration …
Yes, Canada’s asylum system is currently facing intense scrutiny due to record-high claim volumes and allegations of systemic fraud. THE SCALE OF THE PROBLEM Backlog Explosion: The inventory of pending asylum claims has surged significantly, …
Yes, Canada’s asylum system is currently facing intense scrutiny due to record-high claim volumes and allegations of systemic fraud. THE SCALE OF THE PROBLEM Backlog Explosion: The inventory of pending asylum claims has surged significantly, reaching approximately 300,000 active cases as of late 2025. Rising Claim Volumes: Annual claims reached a record 190,000 in 2024, though they decreased by about a third in early 2025 following new policy measures. Removal Gap: Criticisms have been raised regarding the low rate of deportations; reports indicate that 86% of rejected claimants remain in Canada. SOURCES OF "BOGUS" CLAIMS International Student Surge: There has been an "alarming trend" of international students claiming asylum to remain in the country after their study permits expire or in response to new caps on student visas. Fraud Networks: Investigations have highlighted vulnerabilities where unauthorized agents and transnational fraud networks counsel migrants to submit fabricated narratives or forged documents. "Rubber-Stamping" Allegations: A recent report by the C.D. Howe Institute warned that a paper-based "fast-track" system for certain high-risk countries may be bypassing essential security screenings and in-person questioning. ECONOMIC AND SOCIAL IMPACT Healthcare Costs: The Interim Federal Health Program (IFHP), which provides medical benefits to claimants, saw its budget jump from roughly $66 million to over $1 billion annually. Policy Shift: To reduce incentives for non-genuine claims, the government is introducing a co-pay system for supplementary health services (like dental and vision) starting May 1, 2026. CONSEQUENCES OF FRAUD For individuals, filing a "bogus" or misrepresented claim carries severe penalties: A five-year ban from entering or remaining in Canada. Permanent record of fraud with Immigration, Refugees and Citizenship Canada (IRCC). Loss of current temporary or permanent resident status
Identity Attack0.011099357
Insult0.02425329
Profanity0.015181494
Threat0.008181547
Severe Toxicity0.0019359589
Low Tox 0.059974585 Constructive 0.668 Policy_Critique
Feb 25, 2026 'We do know that there's …
In the UK in 1860 7 year old boys (and girls) worked 12 hour shifts in mines and factories, most died before they had children themselves. A hundred years later in 1960 the school leaving …
In the UK in 1860 7 year old boys (and girls) worked 12 hour shifts in mines and factories, most died before they had children themselves. A hundred years later in 1960 the school leaving age was 15 and life expectancy had reached 70 plus and people worked a 40 hour week with paid holidays and a pension to come in your later years. The first time in thousands of years that the average person could have a decent life and live more than an average of thirty years. We now just take that for granted and the third world instead of working to improve their own countries want to come here and live off the system we have created. Our polticians have guilt tripped us into having compassion for these people and now the shear weight of numbers is dragging us backwards and reversing 150 years gains, we are now at the point that if drastic is not taken we will be back to pre Victorian times within 10 years.
Identity Attack0.0069185994
Insult0.02618698
Profanity0.01941724
Threat0.0076766624
Severe Toxicity0.0018310547
Low Tox 0.05651112 Constructive 0.648
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
People have migrated from their homelands to other countries in different centuries—some in the 16th, 17th, 18th, 19th, 20th, and 21st centuries. I don’t understand why people claim that “we have lost our identity.” The …
People have migrated from their homelands to other countries in different centuries—some in the 16th, 17th, 18th, 19th, 20th, and 21st centuries. I don’t understand why people claim that “we have lost our identity.” The shift from being a majority to a minority is largely about timing—some people’s ancestors arrived earlier than others, usually in search of better opportunities they couldn’t find at home. Most people don’t want to leave their motherland, but they move out of necessity, not preference. Throughout history, Western and Middle Eastern powers destroyed economies, accumulated global wealth for themselves, and caused immense suffering through violence, forced conversions, and plundering. This exploitation is a major reason why some countries today struggle to reach the living standards seen in the West. The long-term effects of colonialism, conflict, and migration continue to shape societies and opportunities for many people.
Identity Attack0.014048826
Insult0.016784932
Profanity0.013917602
Threat0.0068287146
Severe Toxicity0.0011873245
Low Tox 0.03639866 Constructive 0.702 Moral_Argument
Oct 15, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
News reports in Europe indicate that Switzerland may be holding a referendum in July 2026 to cap the population of that country at 10 million. If the population at any point reaches 9.5 million, then …
News reports in Europe indicate that Switzerland may be holding a referendum in July 2026 to cap the population of that country at 10 million. If the population at any point reaches 9.5 million, then Switzerland would be obligated to withdraw from certain treaties involving free movement of European citizens. Perhaps It's something to consider here in Canada, capping the population at no more than 40 million. Oops. We're already past that.
Identity Attack0.006770608
Insult0.009070885
Profanity0.0108774295
Threat0.0063950317
Severe Toxicity0.0008201599
Low Tox 0.017592486 Moderate Con 0.477 Comparative_Framing
Feb 22, 2026 1 likes LILLEY UNLEASHED: The fall of …

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.