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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: "A lot of those Indians …" 180 comments · Page 7 of 8
Lot of Sikhs in Yuba City, California. Decades long student of Sanskrit, including the Ramayana and I still don't get the Religion? And not sure I want to. Indians are very thrifty and adaptable in …
Lot of Sikhs in Yuba City, California. Decades long student of Sanskrit, including the Ramayana and I still don't get the Religion? And not sure I want to. Indians are very thrifty and adaptable in the diaspora. A romanticized, mythologically exaggerated view of the homeland can lead to problems.
Identity Attack0.15731181
Insult0.045007613
Profanity0.017845914
Threat0.0071070488
Severe Toxicity0.0031089783
Low Tox 0.15545623 Constructive 0.775 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Last summer I was being served by an Indian young lady who had tape holding her glasses together and it broke my heart because she is working , serving me & doing a job I …
Last summer I was being served by an Indian young lady who had tape holding her glasses together and it broke my heart because she is working , serving me & doing a job I wouldn’t want for myself and I appreciated her and others so very much. Anyway, I had two spare frames at home and brought them to her the very next day. I didn’t care what race she was and in god’s eyes, our creator, we are all equal and we should try to be more like the lord. You can’t claim like most of you to be god loving and turn around and have hate in your heart. You disgust me. Keep in mind that a lot of you are immigrants too! Or at least your parents and other family members. Why don’t you go back home too then with that attitude? The home grown people are by far a bigger problem in this country than other races
Identity Attack0.105256535
Insult0.03710241
Profanity0.09961538
Threat0.012803185
Severe Toxicity0.008201599
Low Tox 0.15269235 Constructive 0.735 Solidarity
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
This is also happening in UK and Australia lots of Indian students are using fake documents not only in Canada.
This is also happening in UK and Australia lots of Indian students are using fake documents not only in Canada.
Identity Attack0.1232452
Insult0.04090862
Profanity0.014259194
Threat0.0065827454
Severe Toxicity0.0025749207
Low Tox 0.15103401 Moderate Con 0.313
Sep 30, 2025 103 likes IRCC Names India in Study …
I feel like showing a homeless shelter and saying no indian is pretty bias. Ive been homeless before, and anytime you go to a sikh temple, its part of their religion to feed you. They …
I feel like showing a homeless shelter and saying no indian is pretty bias. Ive been homeless before, and anytime you go to a sikh temple, its part of their religion to feed you. They serve meals and tea pretty much every day. Regardless of race or religon. A lot of it is vegetarian, but when you are homeless it can be a blessing 🧡
Identity Attack0.1508922
Insult0.02982438
Profanity0.03239325
Threat0.008466354
Severe Toxicity0.004463196
Low Tox 0.1373533 Constructive 0.787 Solidarity
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada's population is now almost 10% Indian, maybe more if we can accurately count the ones illegally staying in the country (trust me there's lots). That is THE HIGHEST percentage of Indian population from any …
Canada's population is now almost 10% Indian, maybe more if we can accurately count the ones illegally staying in the country (trust me there's lots). That is THE HIGHEST percentage of Indian population from any non-Hindu/Muslim majority country, and second in TOTAL only to the United States, who has 10x our population. Think about that.
Identity Attack0.1714862
Insult0.025929155
Profanity0.012995303
Threat0.0063432488
Severe Toxicity0.002822876
Low Tox 0.12520397 Constructive 0.519
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Honestly, they are great people and I think they bring a lot of culture and family orientation back to Canada I feel like it’s roots. I mean, we are the first generation with cell phones …
Honestly, they are great people and I think they bring a lot of culture and family orientation back to Canada I feel like it’s roots. I mean, we are the first generation with cell phones so things aren’t gonna go well for the first generation so I hope to see change in the next, but I really hate the racism. Because at the end of the day, this world belongs to all of us. I’m married to a Punjab. And I’m very thankful I met him feel like a lot of Canadian men. Have become victims to the red pill ideology or cell phones are really just becoming a part of their ideologies. Indian families bring back real love and authenticity. My only problem is the criminals that are coming into the country that are hurting people when we already have enough problems in our own country.
Identity Attack0.10221587
Insult0.046764325
Profanity0.035900343
Threat0.008919456
Severe Toxicity0.0045394897
Low Tox 0.119997114 Constructive 0.799 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
i lived in brampton/bramalea 1971-1997. when i went to school in 70s we already called it "bramladesh" and certain buildings were "curry corners" or "turban towers". also a lot of newfoundlanders went there. even then, …
i lived in brampton/bramalea 1971-1997. when i went to school in 70s we already called it "bramladesh" and certain buildings were "curry corners" or "turban towers". also a lot of newfoundlanders went there. even then, it was more or less "normal"...but now its the car accident and domestic violence capital of canada. also, the school my older sister attended in the next town over, malton, was turned into hindu temple in the 80s. malton was formerly an italian stronghold but was also completely taken over by indians in the 80s and 90s.
Identity Attack0.058856625
Insult0.04852104
Profanity0.024609445
Threat0.01254427
Severe Toxicity0.004272461
Low Tox 0.11378009 Constructive 0.614 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Where I'm from, we have a decent size Indian population. But we get a lot of the tech guys or doctors and stuff. They're nice for the most part, but some act like they're better …
Where I'm from, we have a decent size Indian population. But we get a lot of the tech guys or doctors and stuff. They're nice for the most part, but some act like they're better than everybody. I think it's possibly remnants of living with a caste system, even though it was supposedly banned I think it's still a big part of their culture.
Identity Attack0.10815793
Insult0.030595649
Profanity0.050429728
Threat0.009307829
Severe Toxicity0.0045204163
Low Tox 0.11336674 Constructive 0.67 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Compared to all the things you have exposed in the past couple of videos, the Indians seem like the nicest of the lot.
Compared to all the things you have exposed in the past couple of videos, the Indians seem like the nicest of the lot.
Identity Attack0.10221587
Insult0.029383656
Profanity0.043165036
Threat0.00933372
Severe Toxicity0.0049972534
Low Tox 0.113263406 Moderate Con 0.396 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
A lot of those Indians brought a lot of money and invested in Brampton.
A lot of those Indians brought a lot of money and invested in Brampton.
Identity Attack0.10409598
Insult0.028392024
Profanity0.027000591
Threat0.0077802283
Severe Toxicity0.0032997131
Low Tox 0.112643376 Moderate Con 0.326 Economic_Argument
Oct 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I felt compelled to write this. I appreciate you getting both sides and also asking some "hard" hitting questions that would mostly be seen as a rhetorical with a lot of people who have a …
I felt compelled to write this. I appreciate you getting both sides and also asking some "hard" hitting questions that would mostly be seen as a rhetorical with a lot of people who have a distaste for Indians (You pay international student tuition, complain about it, why are you here in the first place?). However I really appreciate that you do show the beautiful side of a community just trying to keep each other safe and well fed, while unfortunately it's a bit more explicit in the Western world that we tend to be more 'figure it out by yourself. Life yourself by your bootstraps' type of mentality. There is an immigration issue, specifically a resesntement feeling within the country, but it's still important to humanize people and communities.
Identity Attack0.06704199
Insult0.037980765
Profanity0.03464781
Threat0.008026198
Severe Toxicity0.0029945374
Low Tox 0.1100022 Constructive 0.885 Moral_Argument
Oct 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Ok, there's a giant Hindu statue near Pearson Airport..a lot of Indians work at Perrsson Airport.
Ok, there's a giant Hindu statue near Pearson Airport..a lot of Indians work at Perrsson Airport.
Identity Attack0.10221587
Insult0.023866551
Profanity0.02030538
Threat0.008362788
Severe Toxicity0.003566742
Low Tox 0.10783285 Moderate Con 0.441
Aug 26, 2025 Why Canadians Are Turning Against …
I am a newly arriving immigrant Indian. Been a year now and I have a good job and I am really loving what Canada has to offer. I agree with the frustration - I find …
I am a newly arriving immigrant Indian. Been a year now and I have a good job and I am really loving what Canada has to offer. I agree with the frustration - I find myself cringing at the videos of people violating public norms of decency, and the job market is really bad now for services as companies are employing a lot of migrants for a cheaper price. Immigration control, regulation of companies so they cant go below a %age of Canadian citizen/residents along with effective government stimuli to boost the economy by targetting certain industries will tackle a lot of the problems. As for people discarding garbage anywhere and other unwanted behavior - name and shame. These videos are also going public at least in India as a source of great shame and the more eyes on it, the less people will repeat things of this nature.
Identity Attack0.06340405
Insult0.034451995
Profanity0.019007329
Threat0.007521313
Severe Toxicity0.0027656555
Low Tox 0.10696511 Constructive 0.865
Aug 26, 2025 Why Canadians Are Turning Against …
I visited Brampton over New Year's 2018. I couldn't believe how huge the Indian community was at the time. The weather was extremely brutal, so we didn't go out much. Everywhere we did go was …
I visited Brampton over New Year's 2018. I couldn't believe how huge the Indian community was at the time. The weather was extremely brutal, so we didn't go out much. Everywhere we did go was ALL Indian! I was visiting a friend's family. I remember asking him if there were any cultural conflicts between the immigrants and the Canadians. At the time, it didn't seem to be a problem. Evidently, a lot has changed since then!
Identity Attack0.10221587
Insult0.023995465
Profanity0.014600786
Threat0.0073918556
Severe Toxicity0.002708435
Low Tox 0.09958932 Constructive 0.776
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Immigration has increased because the government needs more people for the economy. The population 25+ years ago was enough to keep with the costs and demand. Now, Canada probably has a lot of demand and …
Immigration has increased because the government needs more people for the economy. The population 25+ years ago was enough to keep with the costs and demand. Now, Canada probably has a lot of demand and needs an influx of people both for education and jobs. Indians are enticed to come because they hear about towns that cater towards Indians like Brampton. Chinese people used to be the majority of immigrants and that was because Chinatowns would cater to them. Not to mention, these immigrants likely have temporary worker or student visas. These an whole thing with the student visas but I don't want to get into it. So Amazon and other large companies need a lot of workers for their demand and look outside of Canada to fill the job numbers. Meanwhile, Canadians that have been here for awhile are on the streets and jobless. So basically, Canada needs immigration for its demand but I think when too many people come all at once and from usually one country, Canadians will notice the change and feel the tensions that come with it.
Identity Attack0.08004672
Insult0.027476108
Profanity0.015625564
Threat0.0069516995
Severe Toxicity0.0024032593
Low Tox 0.09958932 Constructive 0.716
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Auckland has a huge Indian population, they speak English well and adapt to the culture but there are a lot of them, same with the Chinese. A lot of them use NZ as a back …
Auckland has a huge Indian population, they speak English well and adapt to the culture but there are a lot of them, same with the Chinese. A lot of them use NZ as a back door to Australia.
Identity Attack0.10221587
Insult0.023221988
Profanity0.02249157
Threat0.0076119336
Severe Toxicity0.0028038025
Low Tox 0.09785384 Constructive 0.589 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Grew up in Brampton from age 5-10, half a decade of being a kid in such an open suburb area. Many neighbourhoods now we're farmlands and empty lots. The Indian population was just starting to …
Grew up in Brampton from age 5-10, half a decade of being a kid in such an open suburb area. Many neighbourhoods now we're farmlands and empty lots. The Indian population was just starting to boom, as I thought would all other ethnicities. Regardless of the changes of demographics, Brampton is still such a beautiful city, just taken over by overpopulation at a fast pace. We do not complain, but as a Country we should consider the rate of growth as a positive but also has many negatives. Finding jobs in Brampton is nearly impossible as a young adult - and also looking for new homes with landlords that aren't of Indian descent is becoming a rare occurrence. Changes can be made to benefit both Canadians and Indians as we are known for accepting all cultures, that is what I love about Canada. It is a sight to see when you witness the Indian culture in Brampton, lets not take that away!
Identity Attack0.060220852
Insult0.03070583
Profanity0.021876704
Threat0.008867673
Severe Toxicity0.0033569336
Low Tox 0.09785384 Constructive 0.869 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
A lot of Indian truck drivers that are making way too many lane changes for an 18 wheeler on the highway too.... Very aggressive driving. I see it all the time on my work commute …
A lot of Indian truck drivers that are making way too many lane changes for an 18 wheeler on the highway too.... Very aggressive driving. I see it all the time on my work commute on highway 1.
Identity Attack0.06613251
Insult0.024511116
Profanity0.012961143
Threat0.007301235
Severe Toxicity0.002155304
Low Tox 0.091913216 Constructive 0.529 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I am suspicious about this fake restaurant or fast food place near my neighborhood. There is a place near my house that looks like a restaurant. The building is beside a shawarma place and the …
I am suspicious about this fake restaurant or fast food place near my neighborhood. There is a place near my house that looks like a restaurant. The building is beside a shawarma place and the pictures of food do look good. My aunt called the phone number because she wanted to order food from there, but she heard strange voices in the background and the person on the phone kept saying they are closed. This place even has a drive thru and menu, but is never open. I've seen quite a few cars in the parking lot at night. Idk, but I think something sketchy is going on there because the people there are all indians.
Identity Attack0.008953481
Insult0.029493837
Profanity0.032643758
Threat0.0077672824
Severe Toxicity0.0022888184
Low Tox 0.09033044 Constructive 0.66 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
I have experienced this firsthand. A few years ago, i visited Kingston (Near Toronto) to visit my indian friend. I met a lot of indian-canadians over there. They basically have their own community. To clarify, …
I have experienced this firsthand. A few years ago, i visited Kingston (Near Toronto) to visit my indian friend. I met a lot of indian-canadians over there. They basically have their own community. To clarify, I'm not from Ontario. I live in a small town up north, so i dont reguarly see immigrants/people from different ethnic backgrounds.
Identity Attack0.10221587
Insult0.019419061
Profanity0.013678487
Threat0.006420923
Severe Toxicity0.0018119812
Low Tox 0.08874765 Constructive 0.773 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
There's lots of Indian lawyers who specialize in immigration
There's lots of Indian lawyers who specialize in immigration
Identity Attack0.068465814
Insult0.02103047
Profanity0.024951037
Threat0.0076637166
Severe Toxicity0.002708435
Low Tox 0.08795626 Moderate Con 0.414 Question
Feb 28, 2026 Inside Canada's Indian Invasion...
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all …
I am from India came to Canada legally (gone through 7 months of processing and waiting , submitted countless documents , photos , chat history to prove relation status and professional experience, literally submitted all my life story) to obtain PR and come to Canada just to realize that people without any of these come from different parts of the world especially India bypassing the system and living better life working cash jobs and doing random stuff. When i went to take driving license first time, An Indian origin guy rejected my application saying that my Indian License wasn't looking original enough , where I have seen people who couldn't even speak basic English were applying to get license to drive trucks. It is sad to see how many of our people are bringing a lot of 'Indianness' to this country and live like it is their own turf. I have met many young and middle aged individuals who call themselves students who doesn't even have a clue of what they are studying. It is unbelievable how people of certain status live their life partying and enjoying breaking all sort of rules , dropping out of college etc. when people who are here legally and many Canadians struggling to pay rent / mortgages / insurances etc. Don't even want to talk about job security , its a joke. Finally happy to see someone raising voice.
Identity Attack0.034300596
Insult0.02982438
Profanity0.02208166
Threat0.007197669
Severe Toxicity0.0025367737
Low Tox 0.08241652 Constructive 0.741
Oct 22, 2025 IRCC Names India in Study …
i was watching this thing long time and it was my clear understanding that it is a some sort of government political bribe to Indian government every single student and teacher was watching this thing …
i was watching this thing long time and it was my clear understanding that it is a some sort of government political bribe to Indian government every single student and teacher was watching this thing my son and lot of canadian citizen student in george brown college could not get CO-OP so they could not carry on education while overseas student specially Indian student got CO-OP either in my company . when i call my MMP they didn't reply so far now these student are working in Tim Horton
Identity Attack0.052035484
Insult0.025413504
Profanity0.014259194
Threat0.006848133
Severe Toxicity0.0020980835
Low Tox 0.08083374 Constructive 0.662 Personal_Narrative
Oct 6, 2025 IRCC Names India in Study …
I've never had any problems with the Indians they are hard working the farms and have lots of small mom and pop shops They are quiet and hard working .
I've never had any problems with the Indians they are hard working the farms and have lots of small mom and pop shops They are quiet and hard working .
Identity Attack0.05976611
Insult0.021159383
Profanity0.028503597
Threat0.008013252
Severe Toxicity0.0033569336
Low Tox 0.07687678 Constructive 0.689 Solidarity
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
They are a lot in every province, city's and they are working to fellow Indians under the table
They are a lot in every province, city's and they are working to fellow Indians under the table
Identity Attack0.060220852
Insult0.02264188
Profanity0.017162729
Threat0.00746953
Severe Toxicity0.0023269653
Low Tox 0.069754265 Constructive 0.597 Unverified_Claim
Sep 29, 2025 IRCC Names India in Study …

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.