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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: "These are Punjabis who are …" 343 comments · Page 10 of 14
I’m a second gen Indian in Canada born in USA. It’s become so us vs them between locals and immigrants, that Im caught in the middle, I belong no where and everywhere. There’s no room …
I’m a second gen Indian in Canada born in USA. It’s become so us vs them between locals and immigrants, that Im caught in the middle, I belong no where and everywhere. There’s no room for my voice, because I’m no different then any Canadian or American in how I act but nothing separates me from Punjab and Kashmir other than accident of birth and one generation. My English is NE United States, my French Québécois, my Hindi Dehli,Punjabi Jalandar, Urdu Lahori, and Turkish Ankara. I speak six languages and I’m fluent in none, I’m from three countries yet none of them want me. It would be great if more of these types of investigations included our voices, as we’re neither here nor there yet caught in the middle of all of this.
Identity Attack0.18903255
Insult0.082619295
Profanity0.030138692
Threat0.009126588
Severe Toxicity0.008964539
Low Tox 0.1996317 Constructive 0.806 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I understand the culture clash; I lived in Abbotsford, BC, moving there in 2005 and staying for nearly 10 years, and the Sikh/Indian population was very prevalent there. They had a reputation of not "joining …
I understand the culture clash; I lived in Abbotsford, BC, moving there in 2005 and staying for nearly 10 years, and the Sikh/Indian population was very prevalent there. They had a reputation of not "joining in" until the third generation and a bad habit of only dealing with other Indians, not even bothering to try and learn English, and being a bit of a nuisance in the SevenOaks Mall. I have memories of them complaining when the employees didn't know any Punjabi, trying to haggle prices in the stores (sometimes aggressively), and harassing female staff. By the third generation they generally had adopted fully into Canadian culture and, oddly enough, the most violent clashes were between first generation and third generation Indians because the first generation was "behaving badly".
Identity Attack0.2127345
Insult0.083359696
Profanity0.04592061
Threat0.010783645
Severe Toxicity0.006866455
Low Tox 0.1991664 Constructive 0.846
Sep 19, 2025 123 likes Inside Canada's Indian Metropolis (Brampton)
India is multi-cultural, Punjab is only 1 part of India and their culture is different from the other Indian states represented in India. The behavior of Punjabi immigrants is not reflective of other Indian cultures …
India is multi-cultural, Punjab is only 1 part of India and their culture is different from the other Indian states represented in India. The behavior of Punjabi immigrants is not reflective of other Indian cultures in India. For whatever reason there seems to more Punjabi migrants in Canada than from any other state in India. Its the job of Canada to enforce assimilation and immigration rules, they deliberately don't. Littering and defecating in public spaces is illegal in Canada but the Canadian government refuses to enforce those rules.
Identity Attack0.17925262
Insult0.081261896
Profanity0.03339528
Threat0.007870848
Severe Toxicity0.005760193
Low Tox 0.1991664 Moderate Con 0.476 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served …
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served them. So it was easy for them to immigrate and assimilate into your culture. Now you see many poor people also immigrating because immigration became more accessible, its just like the touchscreen phones, before only rich people had them, but later and now everyone has it. Plus your overly liberal and the stupid point system lets anyone enter the country if they meet a specific criteria, they barely check their english, background, crime record, etc. Also, living in India is a survival, or a nightmare for short. Especially for the poor people in the up north, and so they go to these shady agents who claim that they can send him or her to Canada, UK, Australia where ever they want in exchange for some money. Sometimes these agents turnout to be scams and sometimes not, then these students apply to some fake university that has no campus in Canada and select a course thats easy. Then once approved they come to canada, don’t go to university and make some other indian friends who say they have contacts with some job providers and through that the students get their jobs at the fast food joints and shopping malls. The mindset with which these students come to Canada is that I want to get a simple job as soon as I land in Canada and through that job I can get a PR. They never go to assimilate or discover the culture, they come because the country looks nice, has resources, and will provide them with a good salary so that they send some money back home to their parents as compared to low paying jobs in India, which too are super competitive. They still like the indian way of life, the culture, the food, the attire, just not in India. Thats why you’ll never see these students eating at anything other than a Indian Punjabi Restaurant or a fast food joint, they will never make white friends, they will never try to change the way they speak and look at Canadians, they will never try to change their driving habits. In conclusion, more poor people and students migrating, paired with their mindset of “I want everything to be Indian just not in India but in a place that looks better” paired with their low interest in actually learning and working better jobs is what makes them a bad immigrant group. But thats not to say that all are like that its only some and mostly Punjabis/ other North Indians that have this mindset. The reason why the Indian group in USA is much better and successful is because they are mostly of south indian descent. Those people are far more educated, actually respect the law of the land. And fun fact: The stereotypical Indian Accent originated from USA mainly and reason why many indians say that they don’t speak in that accent is because that particular stereotypical accent is present in Indian people who come from the states of Andra Pradesh and Telegana, which is is where most of the Indians in USA are actually from. Sorry for the long ass comment and some writing mishaps, I really lose my writing quality when I’m writing long comments.
Identity Attack0.14875233
Insult0.083112895
Profanity0.041912504
Threat0.008129764
Severe Toxicity0.005607605
Low Tox 0.19893374 Constructive 0.608 Policy_Critique
Dec 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As an American born Punjabi, I used to visit Canada when i was young (90's) and it was a beautiful place. Now I dread going there because the Canadian culture is lost. It's over run …
As an American born Punjabi, I used to visit Canada when i was young (90's) and it was a beautiful place. Now I dread going there because the Canadian culture is lost. It's over run with Indians and they don't share the same value or even cultural norms as Westerners. I see this problem in America as well but it's nto just Indians. In America, it's every country in the world that comes and interacts with their own community and there's no assimilation. Even as a second generation American, I still feel like a guest in this country and I am grateful for the Americans to have allowed my family to come here to live with them. Citizenship is just a piece of paper though. I know if I didn't assimilate, they could send me to India even if I know nothing about it. It's just basic humility.
Identity Attack0.2463217
Insult0.070799805
Profanity0.028503597
Threat0.007637825
Severe Toxicity0.006904602
Low Tox 0.19789438 Constructive 0.836
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
I am indian But if these Punjabi people love Punjab then why do they go to Canada illegally?😅
I am indian But if these Punjabi people love Punjab then why do they go to Canada illegally?😅
Identity Attack0.23770751
Insult0.046764325
Profanity0.027547138
Threat0.0074306927
Severe Toxicity0.0051116943
Low Tox 0.19504376 Moderate Con 0.383 Question
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
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 …
I was born in Poland, raised in Canada, and despite living in Toronto, learned both official languages to utter fluency. Yet to communicate with others in Toronto, apparently Hindi and Punjabi are what is required …
I was born in Poland, raised in Canada, and despite living in Toronto, learned both official languages to utter fluency. Yet to communicate with others in Toronto, apparently Hindi and Punjabi are what is required for economic opportunity . That’s absurd…so I moved back to Europe because I like living in a place with a sense of identity, not just an economic unit for our corporate overlords (who are the real culprits of unskilled immigration.
Identity Attack0.10221587
Insult0.09270445
Profanity0.019075647
Threat0.0065568537
Severe Toxicity0.0029754639
Low Tox 0.19409354 Constructive 0.605 Personal_Narrative
Jun 18, 2025 169 likes How Canada broke its immigration …
They are Punjabis not indians
They are Punjabis not indians
Identity Attack0.25647953
Insult0.06302499
Profanity0.062454045
Threat0.007793174
Severe Toxicity0.0076293945
Low Tox 0.19124292 Low Con 0.173 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Punjabis are just about 2% of Indian population and almost 90% of immigration to UK, Canada and Australia. They have built a whole system on how to migrate to western countries, there are corporations, syndicates …
Punjabis are just about 2% of Indian population and almost 90% of immigration to UK, Canada and Australia. They have built a whole system on how to migrate to western countries, there are corporations, syndicates who find all possible loop holes and even defraud immigration rules and exploit it. Whole villages are emptying in India and moving to suburbs in the west.. One who see Indians in the west might think Sikhs are India, but they are a miniscule minority of about 2% concentrated in Punjab region..
Identity Attack0.21866
Insult0.07365121
Profanity0.047674157
Threat0.010990778
Severe Toxicity0.006904602
Low Tox 0.19124292 Constructive 0.581
Oct 7, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Two generations ago (50-60 years ago) the Indians who came to Canada, with no family in Canada had excellent qualifications. They had to come with jobs waiting for them in universities, engineering firms, architectural firms …
Two generations ago (50-60 years ago) the Indians who came to Canada, with no family in Canada had excellent qualifications. They had to come with jobs waiting for them in universities, engineering firms, architectural firms and hospitals. The students were Masters or Ph.D. with full scholarship. They went on to build the country but they were minorities fighting the occasional racism on the street (as the woman in the green t- shirt says). Today, as a result of Trudeau's naïveté about the level of corruption in India, there's a huge influx of relatively unqualified Indians arriving and not being able to assimilate into Canadian society because they do not have good job qualifications. They end up living in ghettos and turn to crime. We must fix that by being much more selective of Indian immigrants. As someone of the Indian diaspora, I'd also like to say that there are those Indo Canadians ("brown folks") who want nothing to do with the Brampton or Surrey ghettos. Many of us are completely secular, having no religion and share nothing with these people fighting around temples and yelling at each other in Punjabi or Hindi. We speak English and French and vote in the elections.
Identity Attack0.10221587
Insult0.089778624
Profanity0.017572641
Threat0.007197669
Severe Toxicity0.004119873
Low Tox 0.1883923 Constructive 0.806
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
The Canadian government is part of the British empire. Same with India and Pakistan. The British are flooding Canada with immigrants from India and Punjabi to invade America. The British are trying to take back …
The Canadian government is part of the British empire. Same with India and Pakistan. The British are flooding Canada with immigrants from India and Punjabi to invade America. The British are trying to take back America. Look up all the British colonies and controlled land. All the countries at war and all the illegal immigrants come from British colonies.
Identity Attack0.18705739
Insult0.056719027
Profanity0.013371054
Threat0.008582866
Severe Toxicity0.0038909912
Low Tox 0.18269104 Moderate Con 0.36
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a Canadian, one that lives in GTA at that. Thank you for this video! We have two first languages (French & English)..yet speaking Punjabi is now an asset. Tim Hortons & McDonald’s used to …
As a Canadian, one that lives in GTA at that. Thank you for this video! We have two first languages (French & English)..yet speaking Punjabi is now an asset. Tim Hortons & McDonald’s used to be for our youth…now they can’t get jobs. The one thing we all loved growing up is the fact that our country was so diverse/multicultural. So many people actually born here either move further or have been leaving the country because theres damn near no more Canada. I’m just glad someone finally made an actual video talking about this 🙏🏽Not everyone is a problem, it’s really the past 3-4years that have been awful
Identity Attack0.057492398
Insult0.0654725
Profanity0.25458565
Threat0.0074048014
Severe Toxicity0.008277893
Low Tox 0.18174082 Constructive 0.805 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
You’re not a Indian ones you become a Canadian citizen. These are Sikh Punjabi-Canadians. Nationality changes ones you lose forfeit your citizenship… ethnicity or religion doesn’t change. Stop putting us all in one box!
You’re not a Indian ones you become a Canadian citizen. These are Sikh Punjabi-Canadians. Nationality changes ones you lose forfeit your citizenship… ethnicity or religion doesn’t change. Stop putting us all in one box!
Identity Attack0.1769227
Insult0.05086332
Profanity0.0128245065
Threat0.006861079
Severe Toxicity0.003452301
Low Tox 0.18174082 Constructive 0.506
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Everyone is to blame: Social media apps, Punjabi Pop Culture, past generations and the govt policies
Everyone is to blame: Social media apps, Punjabi Pop Culture, past generations and the govt policies
Identity Attack0.11512129
Insult0.08508729
Profanity0.040910475
Threat0.01086132
Severe Toxicity0.006904602
Low Tox 0.17805049 Low Con 0.271
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
The majority of Indians who migrated are Punjabis and Gujratis. Rest of the Indians are happy in India
The majority of Indians who migrated are Punjabis and Gujratis. Rest of the Indians are happy in India
Identity Attack0.20483385
Insult0.039737478
Profanity0.032894265
Threat0.0074048014
Severe Toxicity0.005645752
Low Tox 0.17545098 Moderate Con 0.344
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Just so you know, lots of indians, punjabis come to canada because its cheap ans easy too get too from the punjab region.
Just so you know, lots of indians, punjabis come to canada because its cheap ans easy too get too from the punjab region.
Identity Attack0.22261032
Insult0.053791173
Profanity0.020988565
Threat0.0068287146
Severe Toxicity0.004081726
Low Tox 0.17371799 Moderate Con 0.44 Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
We Punjabi Sikh first arrived in 1902 and you came 34 years ago and I came 47 years ago so who and what are you talking about Half of you in this documentary didn't even …
We Punjabi Sikh first arrived in 1902 and you came 34 years ago and I came 47 years ago so who and what are you talking about Half of you in this documentary didn't even exist in Canada so grow up and learn to live
Identity Attack0.03249594
Insult0.08410009
Profanity0.015591404
Threat0.0073918556
Severe Toxicity0.0037384033
Low Tox 0.17371799 Constructive 0.528
Aug 27, 2025 Why Canadians Are Turning Against …
Brampton and surrey are hubs for punjabis and Indians. The rest of Canada has smaller populations though they stick out more with their identity and choice of jobs that usually are in your face.
Brampton and surrey are hubs for punjabis and Indians. The rest of Canada has smaller populations though they stick out more with their identity and choice of jobs that usually are in your face.
Identity Attack0.13805299
Insult0.06774519
Profanity0.014088398
Threat0.006815769
Severe Toxicity0.0035476685
Low Tox 0.17198499 Moderate Con 0.465 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
i’m in a taxi in the UK watching this and no joke my punjabi taxi driver just mentioned mid-video how his entire family is in brampton
i’m in a taxi in the UK watching this and no joke my punjabi taxi driver just mentioned mid-video how his entire family is in brampton
Identity Attack0.08583717
Insult0.033680726
Profanity0.075468846
Threat0.012130005
Severe Toxicity0.007972717
Low Tox 0.17025198 Moderate Con 0.485 Personal_Narrative
Jan 27, 2026 709 likes Inside Canada's Indian Invasion...
Punjabi Metropolis..not seeing all sort of Indians
Punjabi Metropolis..not seeing all sort of Indians
Identity Attack0.2028587
Insult0.047349896
Profanity0.035649836
Threat0.009385503
Severe Toxicity0.0060653687
Low Tox 0.16851899 Low Con 0.291 Identity_Assertion
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Not indian, punjabi
Not indian, punjabi
Identity Attack0.17614605
Insult0.071433455
Profanity0.069969244
Threat0.009929225
Severe Toxicity0.010528564
Low Tox 0.16591948 Low Con 0.222 Identity_Assertion
Sep 19, 2025 9 likes Inside Canada's Indian Metropolis (Brampton)
There are two punjabs the real punjab is in india and one punjab is in pakistan so ask them because indian punjabi will never say tey come from punjab they say they come from india
There are two punjabs the real punjab is in india and one punjab is in pakistan so ask them because indian punjabi will never say tey come from punjab they say they come from india
Identity Attack0.20680901
Insult0.0623257
Profanity0.06295506
Threat0.011560392
Severe Toxicity0.009651184
Low Tox 0.1641865 Moderate Con 0.349 Identity_Assertion
Feb 12, 2026 Inside Canada's Indian Invasion...
IMPORTANT-Before posting anything, it’s important to understand the situation clearly. Many Punjabis feel frustrated because they believe they are not given the freedom and respect they deserve within India bcz of Hindu and other communities. …
IMPORTANT-Before posting anything, it’s important to understand the situation clearly. Many Punjabis feel frustrated because they believe they are not given the freedom and respect they deserve within India bcz of Hindu and other communities. In this particular case, the smuggler was not Punjabi but a Hindu who was speaking Hindi. Incidents like this increase the frustration among some Punjabis and contribute to the demand for greater autonomy or a separate homeland. Many feel they are tired of being blamed or judged because of actions that are not even connected to their community. That's why we ask for separate land from them bcz we are fed up too.
Identity Attack0.17070955
Insult0.06285016
Profanity0.03915693
Threat0.016120117
Severe Toxicity0.0061035156
Low Tox 0.15932569 Constructive 0.813 Identity_Assertion
Feb 16, 2026 Inside Canada's Indian Invasion...
IMPORTANT-Before posting anything, it’s important to understand the situation clearly. Many Punjabis feel frustrated because they believe they are not given the freedom and respect they deserve within India bcz of Hindu and other communities. …
IMPORTANT-Before posting anything, it’s important to understand the situation clearly. Many Punjabis feel frustrated because they believe they are not given the freedom and respect they deserve within India bcz of Hindu and other communities. In this particular case, the smuggler was not Punjabi but a Hindu who was speaking Hindi. Incidents like this increase the frustration among some Punjabis and contribute to the demand for greater autonomy or a separate homeland. Many feel they are tired of being blamed or judged because of actions that are not even connected to their community. That's why we ask for separate land from them bcz we are fed up too.
Identity Attack0.1714862
Insult0.06267534
Profanity0.039407436
Threat0.015947454
Severe Toxicity0.0060653687
Low Tox 0.15932569 Constructive 0.813 Identity_Assertion
Feb 16, 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.