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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: "What we are all experiencing …" 41 comments · Page 2 of 2
Before Trudeau UK had the biggest number. He brought in 3m+ that made Indian population higher in Canada than UK. SA, Tanzania and Kenya also have big numbers. Idi Amin used brutal means to kickout …
Before Trudeau UK had the biggest number. He brought in 3m+ that made Indian population higher in Canada than UK. SA, Tanzania and Kenya also have big numbers. Idi Amin used brutal means to kickout British Indians in Uganda. Colonialist English empire was the cause of of Idi Amin's actions. British Kingdom migrated thousands of Indians as cheap labour to build rail lines to mineral rich regions extending to DRC- Uganda city of Kasese and Kilembe mines. When the railway was completed, they offered them British citizens including those born in Uganda. The colonial British gave them business loans, including Indian banks to extend credit and loans to Indians without surerities. They were allocated colonial govt freehold land for free in the most prime areas of uganda major cities like Kampala, Jinja, Masaka, Mbale, Soroti, Mpigi, Tororo etc while black Ugandan indegenous people were pushed into the rural areas to work in factories, mines and businesses set up for British Asians. As you can guess, business class get super rich while Africans who didnt work on their own coffee, cotton, and domestic farms were left to work as clerks, securicor, teachers, Christian clergy/ reverands and local tax collectors for the govt. Brutal as he was, Indi Amin saw and used this imbalance as a second liberation war, economic war, to kick out all British Asians holding UK Passports and any other Ugandan born who didnt want to abide by the authority of indegenous people. Amin killed whoever tried to challenge his life president, he killed 72 ugnadans, mainly politicians by public firing squad aired on TV. He killed the Anglican Archbishop Luwum, he killed the 1st Ugandan Chief Justice Ben Kiwanuka. He was brutal BUT, every Ugandan is celebrating his nationalism of caring for ordinary people AND opening their eyes on trade and business by KICKING OUT economy sacking British Asians. This is history I saw and followed because i was a kid in primary school at the time 1972. In addition to that Indians in Uganda were so arrogant to indegenous Ugandans, I experienced it. So when i see how Canadians resent them I dont feel for them unfortunately. I already had enough on my plate in Canada. Indians were the owners of biggest to smallest shops in major cities and town in Uganda because of free capital and soft loans, financed business premises thru the colonial British suckers. They showd that arrogance which pissed most of the indegenous Ugandans. For example if you went to a shop and burgained on a KG of sugar or bread, or shirt, and didnt get fail to buy because you dont have that much or failed to get a good deal, the Indian shopkeeper would insult any Afriacn in Indian- Luganda accent " oba tayagala genda malala jali..mali ya nyoko?". meaning " If you dont want to buy go, others are there will buy, is this your capital/ stock?". Many songs were sung after the 1972 kickout depicting that phrase/ quote.
Identity Attack0.08749158
Insult0.054376744
Profanity0.017572641
Threat0.012906751
Severe Toxicity0.0038909912
Low Tox 0.119997114 Constructive 0.744 Comparative_Framing
Oct 11, 2025 IRCC Names India in Study …
In New Brunswick, the fast foods runs on Indian labor. You will notice that they all speak English. As someone who experienced the Canadian immigration system, I can tell you that the way they are …
In New Brunswick, the fast foods runs on Indian labor. You will notice that they all speak English. As someone who experienced the Canadian immigration system, I can tell you that the way they are doing it is far superiors the way the US does it. They actually try to determine if you're going to be a detriment to the society you're moving into. For example, if you are unable to prove that you won't be financially reliant on the state, they won't let you in. There are probably exceptions for refugees.
Identity Attack0.08583717
Insult0.046178754
Profanity0.018529098
Threat0.0076637166
Severe Toxicity0.0032424927
Low Tox 0.11347008 Constructive 0.687
Jan 27, 2026 Inside Canada's Indian Invasion...
Not against newcomers! I ve been in Quebec since 22 years now myself ; I am a Canadian citizen since 15 years now of course ; But it’s confusing… Why was Quebec still receiving more …
Not against newcomers! I ve been in Quebec since 22 years now myself ; I am a Canadian citizen since 15 years now of course ; But it’s confusing… Why was Quebec still receiving more immigrants in such program when even thousands of locals were and are struggling to find jobs? For the last 6 years I made a career in Private security ; I became an officer Liutenant at least I tried ; but now a days I don’t even have a job in security anymore ; too many immigrants applying for the same job / and frankly they do not care if the remuneration is only 21$ an hour / so officers can’t afford to work for less than 27$ ; because they have 6 years experience and more : it’s logical / however , comes an Arabic guy ; who quit the job he came here to do under the program , now he is looking for his first job out here in the real market ( does 80 hours training to get a BSP ) the guy had a college degree or university on something else ; and magically he becomes an officer with no experience for $24 dollars an hour And any security company accepts him 🤷‍♂️ Conclusion : true experienced security professionals officers who built their careers from the bottom all the way up Don’t have a job anymore Remember , officers aren’t unionized 🤷‍♂️
Identity Attack0.0775651
Insult0.04032305
Profanity0.016172111
Threat0.006861079
Severe Toxicity0.0030136108
Low Tox 0.112850055 Constructive 0.794
Dec 10, 2025 Quebec Ends Economic Immigration Program …
Visited Brampton for New Year's 2018. It was the closest weather I ever experienced! It was unbelievable how many Indians lived there back then!
Visited Brampton for New Year's 2018. It was the closest weather I ever experienced! It was unbelievable how many Indians lived there back then!
Identity Attack0.10221587
Insult0.026058068
Profanity0.024814399
Threat0.008116818
Severe Toxicity0.0040245056
Low Tox 0.11140333 Constructive 0.606 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Culture is a tricky thing. Is it not a known fact that one may not be all that interested in their culture and religion in their country of origin, but once immigrated to a different …
Culture is a tricky thing. Is it not a known fact that one may not be all that interested in their culture and religion in their country of origin, but once immigrated to a different land, these same people become more attached to their original culture and religion, even more orthodox in their beliefs. They try to recreate what is familar. Why are we surprised most are not assimilating? It takes, for most, many generations. And even then. Immigrants will always, in one way or another affect change in the general culture. Think of different cuisine, the arts, influences on our beliefs, etc. What is a Canadian anyways? One who lives here? Who pays taxes here? How long of roots do you need to have before you are no longer called an immigrant? We have a very large country and from one community to another there is a difference in the culture. Perhaps we need to be clearer on what is in fact our highest Canadian values and communicate them more effectively. I would also like to add that there is suffering in not being able to pass on your culture. Watching your children and grandchildren speaking a different language, not having them understand yours enough for you to enjoy signing traditional songs to, not being able to guide them in your religious beliefs, etc., in the name of them becoming assimilated. I am experiencing these and my roots go back over 400 years on this land.
Identity Attack0.07673789
Insult0.027730936
Profanity0.018734055
Threat0.006861079
Severe Toxicity0.0023174286
Low Tox 0.102626406 Constructive 0.861
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Canada should be the last country to be experiencing a migrant crisis considering its next to impossible to illegally immigrate there and most people are aiming to get to the USA instead. They were very …
Canada should be the last country to be experiencing a migrant crisis considering its next to impossible to illegally immigrate there and most people are aiming to get to the USA instead. They were very selective in taking in Syrian refugees in 2015 and they were the only country in the Americas to not be impacted by The Venezuelan crisis. The govt brought this on themselves lol
Identity Attack0.053854458
Insult0.028612386
Profanity0.016889455
Threat0.007624879
Severe Toxicity0.0020885468
Low Tox 0.10175867 Moderate Con 0.438 Policy_Critique
Feb 5, 2026 Inside Canada's Indian Invasion...
I remember back in the 70s people started calling that place Bramladesh , this isn't new , Misissauga, Markham , Vaughn , Pickering , all experienced rapid growth due to immigration from India , South …
I remember back in the 70s people started calling that place Bramladesh , this isn't new , Misissauga, Markham , Vaughn , Pickering , all experienced rapid growth due to immigration from India , South Asia , China , Hong Kong ect. The old towns disapeared , the original and long time residents feel overwhelmed and unwelcome .
Identity Attack0.052035484
Insult0.025542418
Profanity0.011970525
Threat0.006835188
Severe Toxicity0.0018596649
Low Tox 0.08953904 Constructive 0.71 Personal_Narrative
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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...
"One Edmonton immigration lawyer" should acknowledge the "real life", "genuine" "harshest stories" that are being experienced by Canadians as a result of the massive numbers of immigrants that have taken up residence here in the …
"One Edmonton immigration lawyer" should acknowledge the "real life", "genuine" "harshest stories" that are being experienced by Canadians as a result of the massive numbers of immigrants that have taken up residence here in the past ten years. Housing, jobs, health care... we've watched Canadians go homeless, jobless, and die in line to see a doctor.
Identity Attack0.03919895
Insult0.024382202
Profanity0.010313802
Threat0.010110466
Severe Toxicity0.0023078918
Low Tox 0.08083374 Constructive 0.671 Economic_Argument
Jan 17, 2026 2 likes 2.9 million Canadian temporary visas …
The Liberals are pulling the same play book that the UK did, and look at what they are currently experiencing. They know full well that their open door system has caused this mess, and public …
The Liberals are pulling the same play book that the UK did, and look at what they are currently experiencing. They know full well that their open door system has caused this mess, and public safety has to be prioritized over ideology.
Identity Attack0.015958117
Insult0.030265106
Profanity0.012858666
Threat0.006874025
Severe Toxicity0.0013828278
Low Tox 0.07212844 Moderate Con 0.37 Comparative_Framing
Feb 24, 2026 18 likes 'We do know that there's …
Why are Canadians paying for hotels for non-Canadians when Canadians are experiencing homelessness?
Why are Canadians paying for hotels for non-Canadians when Canadians are experiencing homelessness?
Identity Attack0.04693319
Insult0.016100928
Profanity0.010125926
Threat0.0067963502
Severe Toxicity0.0015163422
Low Tox 0.055768944 Moderate Con 0.318 Policy_Critique
Feb 24, 2026 81 likes 'We do know that there's …
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small …
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small Punjabi student population, the students for the most part were not hassled nor did they hassel back. My next and biggest Indian experience was a job from 1984-1991 I worked for an Indian family and got to see a portion of Toronto's Indian population. Culturally there were big differences however I enjoyed my experience working with them. My point being you say in your video 'sudden indian.' this is 2026 and I have been experiencing as have Canadians, the Punjabi culture for over 46 years so this is not a sudden or new occurance. And lastly as far as cultures from other countries go, having Hindu's or even Sihk's as neighbors is far better than other ethnic possibilities, so I do not have any issue with Punjabi Canadians! Anyhow continue your video just wanted to add my comment as I am living in Canada with Indians and want to express my opinion.
Identity Attack0.042292643
Insult0.020063626
Profanity0.021603432
Threat0.008311004
Severe Toxicity0.002632141
Low Tox 0.05378982 Constructive 0.888 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Young individuals are experiencing😂😂😂 an increase in unemployment and difficulty in finding jobs because of the long wait times. The process of solving these problems can be accelerated by AI systems. What is the duration …
Young individuals are experiencing😂😂😂 an increase in unemployment and difficulty in finding jobs because of the long wait times. The process of solving these problems can be accelerated by AI systems. What is the duration of time these individuals are waiting for a job?
Identity Attack0.0054756827
Insult0.012756908
Profanity0.016069634
Threat0.0066280556
Severe Toxicity0.0014972687
Low Tox 0.03592727 Moderate Con 0.396 Economic_Argument
Jan 20, 2026 Why Canada’s immigration system has …
I went to a Sikh Temple when i was homeless in Victoria for a short while and was welcomed with wholesome hearts and a plate of warm home cooked healthy vegetarian meal. No judgement, and …
I went to a Sikh Temple when i was homeless in Victoria for a short while and was welcomed with wholesome hearts and a plate of warm home cooked healthy vegetarian meal. No judgement, and no frowning upon for not being Sikh. Love is universal and i experienced that 1st hand. One time, i was inadvertently at a Engagement party in same Temple and sat near the bride and groom! What an honour i thought! What a Loving religion without any pressure to convert. Bless Them!
Identity Attack0.0103594
Insult0.007949878
Profanity0.0128245065
Threat0.0065827454
Severe Toxicity0.0011634827
Low Tox 0.016712861 Constructive 0.82 Personal_Narrative
Oct 26, 2025 286 likes Inside Canada's Indian Metropolis (Brampton)
Hello...I gave my test yesterday. Got 17/20. My Webcam stopped right after the test started (first question was on the screen). So, it asked me sign in again. I did so and it went all …
Hello...I gave my test yesterday. Got 17/20. My Webcam stopped right after the test started (first question was on the screen). So, it asked me sign in again. I did so and it went all well after that. Anyone experienced that? Will it be an issue for my test while they review? Please let me know. Update: I got my test marked as Completed in the tracker. I did not give second test.
Identity Attack0.004846719
Insult0.008557882
Profanity0.016547862
Threat0.008841781
Severe Toxicity0.0011634827
Low Tox 0.016210219 Constructive 0.722 Question
Feb 10, 2026 1 likes Canadian Citizenship Test 2025 – …
My son is Canadian born and a college graduate. He was a smart student and very hard working person but until now he couldn't find a job even at Tim Horton. I noticed that a …
My son is Canadian born and a college graduate. He was a smart student and very hard working person but until now he couldn't find a job even at Tim Horton. I noticed that a lot of people who are working now are from India. They're the one who are getting experienced and etc.This is not fair to Canadians😢.
Identity Attack0.00010560334
Insult0.00015255246
Profanity0.000024591673
Threat0.000033847275
Severe Toxicity0.0000032942548
Low Tox 0.00037675962
Apr 19, 2025 28 likes

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.