Skip to content
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

click to expand

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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "It's changing the culture, all …" 116 comments · Page 5 of 5
📖 Rapid Indian Immigration in Canadian Cities (0:00 - 2:10) ├─ 0:00 Racism and Stereotypes Against Indian Immigrants ├─ 0:32 Mass Migration of Indian Immigrants to Canada ├─ 1:00 Human Smuggling and Immigration Issues └─ …
📖 Rapid Indian Immigration in Canadian Cities (0:00 - 2:10) ├─ 0:00 Racism and Stereotypes Against Indian Immigrants ├─ 0:32 Mass Migration of Indian Immigrants to Canada ├─ 1:00 Human Smuggling and Immigration Issues └─ 1:50 Immigration and Cultural Assimilation in Canada 📖 Impact of Indian Immigration on Local Communities (2:10 - 3:20) └─ 2:10 Impact of Indian Immigration on Local Communities 📖 Racial Tensions and Demographic Changes in Bmpton (3:20 - 4:38) ├─ 3:20 Racial Diversity and Demographic Changes └─ 3:58 Racial Tensions and Experiences in Multicultural Settings 📖 Racism and Xenophobia in Canadian Communities (4:38 - 6:09) ├─ 4:38 Racism and Xenophobia in Canadian Communities ├─ 5:14 Negative Views on Immigration and Cultural Differences └─ 5:49 Consequences of Demographic Replacement in Bmpton 📖 Driving Habits and Road Safety Concerns (6:09 - 7:30) ├─ 6:09 Distracted and Aggressive Driving in Canada ├─ 6:43 Poor Driving Habits in Canada └─ 7:04 Distracted Driving in Bmpton Residents 📖 Indian Immigration and Economic Impact (7:30 - 8:48) ├─ 7:30 Immigrant Experiences in Canada's Indian Community └─ 8:17 Rise of Ethnic Nationalism in Canada 📖 Hanuman Symbolism in Multicultural Communities (8:48 - 10:25) ├─ 8:48 Canada's Changing Demographics and Cultural Symbols ├─ 9:29 Earning Money through Mobile Games └─ 9:58 Making Money with Mobile Apps 📖 Punjabi Independence Movement and Human Smuggling (10:25 - 11:46) ├─ 10:25 Punjab Independence Movement and Kalistan ├─ 10:50 India's Economic and Political Challenges └─ 11:13 Human Smuggling Across the Canada-US Border 📖 Human Trafficking Sting Operation Setup (11:46 - 13:34) ├─ 11:46 Arranging a Pickup for Human Trafficking ├─ 12:20 Human Trafficking Sting Operation Risks and Preparations └─ 12:50 Human Trafficking and Kidnapping Fears and Preparations 📖 Human Trafficking through Student Visa Scams (13:34 - 14:49) 📖 Crossing the US-Canada Border Illegally (14:49 - 16:56) ├─ 14:49 Crossing the US-Canada Border Illegally ├─ 15:20 Crossing the Canadian Border Anxieties ├─ 15:50 Traveling to Canada in Winter └─ 16:18 Phone Theft and Harassment Tactics 📖 Crossing the Border Illegally with a Smuggler (16:56 - 18:21) ├─ 16:56 Crossing the Border Illegally in Canada ├─ 17:29 Smuggling Items Past Border Patrol └─ 17:53 Safety Concerns in Traveling to Canada 📖 Human Smuggling Operation in Canada (18:21 - 22:02) ├─ 18:21 Crossing the Border Illegally with Smugglers ├─ 19:04 Emergency Preparations and Safe Houses └─ 19:45 Human Smuggling Operations in Canada Exposed
Identity Attack0.06249457
Insult0.02212623
Profanity0.019690514
Threat0.0104988385
Severe Toxicity0.005302429
Low Tox 0.06500591 Constructive 0.543
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Most Americans living in the U.S. today aren’t originally from there — their ancestors migrated from Europe just a few centuries ago. Yet documentaries like this make it seem as if others are ‘taking over’ …
Most Americans living in the U.S. today aren’t originally from there — their ancestors migrated from Europe just a few centuries ago. Yet documentaries like this make it seem as if others are ‘taking over’ their land. The same story exists in places like Australia, where the original Indigenous population is now a small minority. Over time, migration changes every country’s demographics — it’s a global reality, not an invasion. Even cities like London, Toronto, or New York are built by immigrants from across the world. So before calling it a ‘takeover,’ remember that every nation today stands on layers of migration, adaptation, and cultural exchange.
Identity Attack0.030433474
Insult0.024511116
Profanity0.01627459
Threat0.007353018
Severe Toxicity0.0018596649
Low Tox 0.06263174 Constructive 0.602 Comparative_Framing
Oct 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Yup! You come here you learn the culture and country NOT change it
Yup! You come here you learn the culture and country NOT change it
Identity Attack0.021585498
Insult0.018452216
Profanity0.015044857
Threat0.0067251488
Severe Toxicity0.0018882751
Low Tox 0.06025757 Moderate Con 0.308
Aug 26, 2025 Why Canadians Are Turning Against …
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its …
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its drawbacks. When I came here, my immediate instinct was not to change everything to how it was back home...It was rather to learn the culture and values of Canada too (which I know is in and itself a mixture of multiple cultures). If you are reading this my fellow Indians, It is truly my most humble request to remember that you don't have have to quit your culture, but that does not mean that you make no effort or take part in involving yourself in other cultures or mock them. You have the chance to better a country that has offered YOU a better life. Please don't ruin things for other immigrants or Canadians. We are resilient, and we can choose the best of both worlds.
Identity Attack0.035331827
Insult0.020837102
Profanity0.018324144
Threat0.0071070488
Severe Toxicity0.0020980835
Low Tox 0.05354243 Constructive 0.863 Personal_Narrative
Nov 1, 2025 78 likes Inside Canada's Indian Metropolis (Brampton)
Canada needs people who are God fearing Christians who come here to work and contribute not to change the culture that made Canada great and live off welfare and drain all are benifits which we …
Canada needs people who are God fearing Christians who come here to work and contribute not to change the culture that made Canada great and live off welfare and drain all are benifits which we paid for for generations, leftists socialists are a scurge to western countries
Identity Attack0.03196092
Insult0.022082696
Profanity0.0004453918
Threat0.0006199462
Severe Toxicity0.00008084203
Low Tox 0.05328201 Identity_Assertion
Apr 16, 2025
I'm a immigrant, came here without any English, but learned the language. I was born in Brazil and I watch more Hockey then soccer. I always do the best I can to be integrated within …
I'm a immigrant, came here without any English, but learned the language. I was born in Brazil and I watch more Hockey then soccer. I always do the best I can to be integrated within society, helping and doing the best I can so anywhere I go and tell them where I live to represent the county and show them how respectful we are!I feel sad watching people trying to change the culture instead of adapting to Canada's Culture. I'm not a person that get's angry easily but I find really hard not to feel displeased with the lack of respect to the County and it's culture. Just my two cents
Identity Attack0.019877186
Insult0.020063626
Profanity0.015728042
Threat0.006861079
Severe Toxicity0.001411438
Low Tox 0.0438942 Constructive 0.858
Aug 27, 2025 Why Canadians Are Turning Against …
This gentleman told the truth. You're not to change the culture, you're to become part of it. All cultures have things that are good, wven great. To learn those great things from other cultures is …
This gentleman told the truth. You're not to change the culture, you're to become part of it. All cultures have things that are good, wven great. To learn those great things from other cultures is ok. But this lady speaks the truth.
Identity Attack0.013244915
Insult0.020256994
Profanity0.012585391
Threat0.006272047
Severe Toxicity0.0011110306
Low Tox 0.0438942 Constructive 0.738 Moral_Argument
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration …
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration has broad support across Canada. I wouldn't say that notion is dividing the country in any significant way. You do have certain industry groups that disagree, but among the population these reductions have broad support. This is a historic change in public opinion in Canada, but it has been driven by the unprecedented increase in immigration under the last term of the Trudeau government. To put this in context, non-permanent residents in Canada numbered around 1.5 million on Q3 2023, but by Q3 2025, that number sat a just over 3 million. The previous government increased immigration targets by 3 or 4 times over what they had been for years, which caused a number of economic issues. Essentially, the volume was simply too high for the economy and society to support. This was unfair to both Canadians and new comers, many of which could not find employment or afford a decent place to live. The changes being suggested are largely bringing Canada back to what the targets were for over a decade before, though a bit lower to account for the sudden surge. Canada remains one of the most pro-immigration countries in the world. However, and this is where I think DW's reporting is misleading, there is a distinction to be made between policies at the federal level and policies at the provincial level. Immigration, per our constitution, is a federal matter, however, Quebec in particular is distinct from other provinces. I don't mean only culturally and linguistically, but also in the powers that have been devolved to it by the federal government. On the question of immigration, Quebec has more powers and more ability to set its immigration targets and programs than any of the other 9 provinces. The particular program discussed here, the Quebec Experience Program (PEQ), is a particular immigration stream that only existed in Quebec. So what is happening with that program cannot be labeled as a whole-of-Canada thing. Where the changes to the PEQ are controversial, unlike the general changes at the federal level, is that people who immigrated under that specific program were promised certain things. There was a multi-year time line to Permanent Residency and then Citizenship. Many of those people have been in Quebec for 5-8 years already. However, the changes made to the program were done in such a way where people who many years into the program, had gotten an education, started a career, had children, ect. are now being told they can't continue and must leave Canada. There are even stories of people who married Canadians, now have children, and the one parent who was under this program now faces the possibility of having to leave Canada and be separated from their family. All through no fault of their own. That is what many people see as unfair, and I agree, however limiting future applications under the program, to bring in less people, that is not controversial. Canada has no responsibility to bring in people who are not already in Canada, but Canada does have some responsibility towards people who uprooted their lives to move to Canada and built new lives here based on promises and representations made to them by the Canadian and Quebecois governments. We should no simply kick those people out of the country.
Identity Attack0.011099357
Insult0.022899706
Profanity0.013029462
Threat0.0067316215
Severe Toxicity0.0012397766
Low Tox 0.043399423 Constructive 0.821 Policy_Critique
Feb 11, 2026 29 likes Canada's tighter immigration policy divides …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of familiarity and comfort. Brampton’s story reflects this same human instinct to find community and preserve traditions in a new place without disturbing the territorial harmony(but that didn't go well). At the same time, Indian culture and values are inherently inclusive, with a long history of adapting and coexisting with diverse communities. The real challenge lies not in immigrants forming close-knit groups, but in how well both newcomers and longtime residents accept and integrate with each other. When mutual respect and openness exist, diversity becomes a strength rather than a division. That said, the scale and pace of Brampton’s demographic change raise important policy questions. The Canadian government should have anticipated and planned for this transformation much earlier. Whether they did not act, or could not act, is a question only they can answer but it is central to understanding today’s challenges.
Identity Attack0.031464707
Insult0.018323302
Profanity0.016172111
Threat0.0072882893
Severe Toxicity0.0016307831
Low Tox 0.042657252 Constructive 0.725 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
And how is it right a lot of the cultures don't care about each other and we do and to all true Canadians don't let them change us be caring sympathetic and care about each …
And how is it right a lot of the cultures don't care about each other and we do and to all true Canadians don't let them change us be caring sympathetic and care about each other and believe in Jesus
Identity Attack0.023997234
Insult0.01640493
Profanity0.013029462
Threat0.005854546
Severe Toxicity0.0011587143
Low Tox 0.042657252 Constructive 0.711
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Canada different culture they should not change that ! They should adopt the culture and Follow the law!!
Canada different culture they should not change that ! They should adopt the culture and Follow the law!!
Identity Attack0.021585498
Insult0.013516913
Profanity0.010723713
Threat0.0065244893
Severe Toxicity0.0013160706
Low Tox 0.03639866 Low Con 0.285 Identity_Assertion
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Im also an immigrant but I came here because I liked Canadian culture, I didn't want to bring my Country's culture here. I simply wanted to live a North American lifestyle. This is entirely different. …
Im also an immigrant but I came here because I liked Canadian culture, I didn't want to bring my Country's culture here. I simply wanted to live a North American lifestyle. This is entirely different. Its just changing your location, and continuing to live in a mini India inside a different geography. If I want to experience my country's culture again and if I miss it I simply do a visit to my family back home.
Identity Attack0.025002124
Insult0.012414906
Profanity0.011816809
Threat0.0062008454
Severe Toxicity0.0011301041
Low Tox 0.034513097 Constructive 0.717
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As an immigrant of Canada, I migrated here in 1999 when I was like 4 years old, I love Canada, and I consider myself Canadian, with a Jamaican background, I share my culture, but I …
As an immigrant of Canada, I migrated here in 1999 when I was like 4 years old, I love Canada, and I consider myself Canadian, with a Jamaican background, I share my culture, but I assimilated to Canadian culture because this is where I live, my home, I want to be part of Canadian culture not too change it.
Identity Attack0.015455672
Insult0.00983089
Profanity0.011936366
Threat0.0064468146
Severe Toxicity0.0009393692
Low Tox 0.022021262 Constructive 0.777 Personal_Narrative
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Build yes, but protect from? Was the north American culture changed in 1600. Was the language way of life changes? Is history repeating
Build yes, but protect from? Was the north American culture changed in 1600. Was the language way of life changes? Is history repeating
Identity Attack0.0065856185
Insult0.008880884
Profanity0.011167783
Threat0.0072106146
Severe Toxicity0.000872612
Low Tox 0.01822079 Low Con 0.273 Question
Aug 26, 2025 Why Canadians Are Turning Against …
I arrived in Canada 25 years ago. Yes, I am an immigrant — but I embraced this country, learned its language, and built my life here. Canadians welcomed me with open arms, and I carry …
I arrived in Canada 25 years ago. Yes, I am an immigrant — but I embraced this country, learned its language, and built my life here. Canadians welcomed me with open arms, and I carry deep respect and gratitude for that generosity. But Canada today is not the Canada of 25, or even 15, years ago. Our nation has changed profoundly. And because I love this country, I believe we must not be afraid to speak up, to protect the values and culture that make Canada the home we cherish.
Identity Attack0.005956655
Insult0.007797878
Profanity0.009801413
Threat0.0062137907
Severe Toxicity0.0006246567
Low Tox 0.011686437 Constructive 0.733 Personal_Narrative
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
I hope the do more. I visit Canada about every month and I can see Canada is changing. I love the old Canada culture. People are friendly.
I hope the do more. I visit Canada about every month and I can see Canada is changing. I love the old Canada culture. People are friendly.
Identity Attack0.0047727237
Insult0.007132874
Profanity0.010535837
Threat0.0066086366
Severe Toxicity0.00071048737
Low Tox 0.009110395 Constructive 0.617 Personal_Narrative
Feb 22, 2026 Deportations From Canada at Their …

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.