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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: "My friends would not have …" 35 comments · Page 2 of 2
Most effective form of Positive Communications with Indian People In Canada. from this day forward, if in your daily travels and tasks, at any time you run into an Indian in Canada; EXTREMELY POLITELY and …
Most effective form of Positive Communications with Indian People In Canada. from this day forward, if in your daily travels and tasks, at any time you run into an Indian in Canada; EXTREMELY POLITELY and with calmness, quietly, with ZERO Levels of loudness or aggression. Friendly introduce yourself, smile, and ask them a very simple questions: "Excuse me, I believe that you are from India" If the answer is Yes then ask this POLITELY: "Why are you here in Canada?" If they answer "Work", then a third question is possible. "Many Indians say that they do not like Canada, weather, religion, food, etc "a recent poll said that less than ONE PERCENT of Single Indian women will ever date a non-Indian Canadian citizen". I am curious who gave you the instructions to never date White Canadian Men? And i am extremely curious about the wave of Single Indian Ladies moving to a country filled with a population of men that you find unattractive and uninteresting to know. "Why would an attractive single Indian Lady that dislikes White Skinned Men, relocate to a Country where the a majority of men are White Shinned ? " Can you tell us the Truth please. We are very interested in learning. THANK YOU
Identity Attack0.17536941
Insult0.054376744
Profanity0.027683776
Threat0.008841781
Severe Toxicity0.005836487
Low Tox 0.1641865 Constructive 0.746 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over …
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over other cities its when it became a little too much and started to take over canadian culture. I had a friend visit from the u.s for the very first time, and we did some sight seeing, you know going to places around ontario that tourists would check out, went to niagra falls for the first time in maybe 10 years man it changed. It was 90% Indian people. She noticed it right away but didnt say anything, i said a lot of indians huh? and she said yeah didnt think canada was like this. When you think Canada its always been mulicultural, you just think of all ethnicities and people of different cultures but at the end of the day everyone was Canadian and they assimilated. Now you dont think of a multicultural country you think of an indian country thats changing the canadian culture and way of life and not in a good way. Identity is being taken away and it needs to stop. Canada needs to take notes from Poland before its too late. Poland closed their doors and guess what? economy went up, crime rate went down, people are happier. Canada opened the doors, crime rate shot up, economy crashing, more homelessness then ever and so on. Not saying its specifically Indian people, its the amount coming in and how they adopt canadian culture but instead bring their culture and trye changing the country to fit them rather then fitting in with an already established country and culture.
Identity Attack0.06567776
Insult0.07935401
Profanity0.026590679
Threat0.007353018
Severe Toxicity0.004005432
Low Tox 0.15987846 Constructive 0.758
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
One thing to highlight with not seeing any homeless Indians in that first seen is not that Indians are causing others to be homeless - rather, they are willing to help family out to prevent …
One thing to highlight with not seeing any homeless Indians in that first seen is not that Indians are causing others to be homeless - rather, they are willing to help family out to prevent homelessness! When we first came here (20+ years ago from Ethiopia), we couldn’t find work and faced homelessness. Our extended family came thru and let the 4 of us stay in a small 1 bedroom in the basement until we could get on our feet. By having a room to be safe in, we avoided a lot of the consequences of homelessness that would have made getting back on our feet exponentially difficult. What I have found shocking now to see as a Canadian of 20+ years is my non-immigrant Canadian friends who will watch quietly as their family members fall under the poverty line and towards homelessness, avoiding inviting them in to not “disrupt their peace” at home. I’ve had random family of friends stay with me in hard times to avoid them being on the street while my generally kind friends (at least to others!) did not take them in. This individualistic mindset of the West really means if you have a low point in life, you will plummet to rock bottom…. Ofc homelessness and poverty is multifaceted but a more collective approach to community would also reduce the burden!
Identity Attack0.17614605
Insult0.060927123
Profanity0.021466793
Threat0.008414571
Severe Toxicity0.004787445
Low Tox 0.1587729 Constructive 0.879
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank you for this report on Brampton. For context, I am a 4th generation Canadian, my ancestors immigrated here a few years prior to confederation in 1867. I have worked in the tool and die …
Thank you for this report on Brampton. For context, I am a 4th generation Canadian, my ancestors immigrated here a few years prior to confederation in 1867. I have worked in the tool and die industry for decades and many of my associates work for or manage tool and die businesses in Brampton. Everyone in Brampton knows what is changing there. When I try to explain to my friends that what is happening in Brampton is not balanced, they do not understand, they think I am a racist. I told them that my Indian friends in Brampton feel the same way I do. They look at me like a deer in the headlights. Nothing has turned me against a politician so vehemently as Justin Trudeau's management of immigration. The man had no idea how to effectively manage immigration in a way which would integrate people into a culture and society such as Canada. That certainly is not creating a microcosm of one nation in a city.
Identity Attack0.07012023
Insult0.06512285
Profanity0.022013342
Threat0.0089712385
Severe Toxicity0.003566742
Low Tox 0.14429577 Constructive 0.874
Sep 26, 2025 59 likes Inside Canada's Indian Metropolis (Brampton)
This all makes me very sad within the last 10 years because it's not what I grew up with and loved 😢 I grew up with multiculturalism enriching my childhood. Learning from different cultures at …
This all makes me very sad within the last 10 years because it's not what I grew up with and loved 😢 I grew up with multiculturalism enriching my childhood. Learning from different cultures at friends dinners and other different friends houses and attending eastern-themed event from all different parts of the East. There was so much to learn just in my own country from other people from other countries it was fascinating !!! I got to take part in different ceremonies and watch different people celebrate the same sort idea about something in much different ways, I loved it. I learned at least half of my best exterior Plastering tricks from people that had thick accents from all over the East and I'm better plasterer because of it. I learned cooking recipes in the kitchen that I probably never would have stumbled across randomly. I was shown in person all the nuances to certain ways different cultures cooked - like how amazing is that!! There are maybe only a few tricks that I was able to show in return but I always tried to do my best ! The amount of community an alternate types of activities or interesting festivals that without multiculturalism would not even exist . When I was young everybody new integrated into the neighborhood unit first got to know the neighbourhood we're introduced the community center and then obviously people have their own separate areas that they prefer. We first became one, one by one, and meet each other and try to have some fun together that's the whole point! Community or block parties when I was a kid had all of our parents looks like representatives from different countries, that's the way it used to be anyway.... where did it all go? I stopped seeing this type of beautiful multi-ethnic Harmony roughly 10 years ago. Not only that when I try to be a part of new things I am literally turned away or shunned in some weird way I don't know why... I can't even believe how I'm treated.
Identity Attack0.037394293
Insult0.024640027
Profanity0.023106437
Threat0.0071588317
Severe Toxicity0.0028419495
Low Tox 0.083999306 Constructive 0.852
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The governance of Canada produced that church full of homeless people, so the government has imported a cohesive family friendly culturally united community. It would have been nice if Canada could have simply nurtured its …
The governance of Canada produced that church full of homeless people, so the government has imported a cohesive family friendly culturally united community. It would have been nice if Canada could have simply nurtured its own people to support a Canadian culture. . . but that's not profitable. It seems that to survive in the face of Canadian Liberal governance . . . native Canadians need to learn from the Indians . . . to look after themselves in each community.
Identity Attack0.052490227
Insult0.026315894
Profanity0.010587076
Threat0.0059160385
Severe Toxicity0.0016117096
Low Tox 0.081625134 Constructive 0.521
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
I lived in Dallas for years. Our Indian neighbors were the nicest people. I had a Seik mailman he was a hard-working great guy. My neighbor grew melons. if any grew on my side, I …
I lived in Dallas for years. Our Indian neighbors were the nicest people. I had a Seik mailman he was a hard-working great guy. My neighbor grew melons. if any grew on my side, I would text her and say ok its mine now. She was so funny. There is a class system, but I must have lived with amazing people. If you make a friend of them. You have a friend for life. Again, this is Dallas millions of populations!
Identity Attack0.029402243
Insult0.017743196
Profanity0.023379711
Threat0.0082074385
Severe Toxicity0.0025558472
Low Tox 0.04834723 Constructive 0.827 Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
I don't know anyone who is "divided" on this issue. Many of my friends are 1st gen immigrants, a couple of them had to go back to their home country after their visa expired, they …
I don't know anyone who is "divided" on this issue. Many of my friends are 1st gen immigrants, a couple of them had to go back to their home country after their visa expired, they were bummed that they personally couldn't stay, but they also openly complained that the levels of immigration was unsustainable, competition for rent/jobs/healthcare too high and felt that some people would have to go back home and it happened to be them.
Identity Attack0.020580608
Insult0.017807651
Profanity0.020988565
Threat0.0066215824
Severe Toxicity0.0015068054
Low Tox 0.045873325 Constructive 0.787 Personal_Narrative
Feb 16, 2026 1 likes Canada's tighter immigration policy divides …
Sikh’s and Punjabis are good people, I know many. Respectful, hardworking, friendly, and often speak excellent English. I would gladly welcome more into my community
Sikh’s and Punjabis are good people, I know many. Respectful, hardworking, friendly, and often speak excellent English. I would gladly welcome more into my community
Identity Attack0.021786476
Insult0.010894896
Profanity0.021125201
Threat0.008841781
Severe Toxicity0.0025177002
Low Tox 0.031331215 Constructive 0.697 Solidarity
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
At a restaurant, we met a couple from Mexico on their honeymoon. They said they would be here for six months. I was so surprised at how long that was. They said they had claimed …
At a restaurant, we met a couple from Mexico on their honeymoon. They said they would be here for six months. I was so surprised at how long that was. They said they had claimed asylum here. They knew they would be rejected, but they said it would take six months until then, and they were being taken care of by our government. For everything. They said several of their friends had done the same... It seemed well known as a way to travel free in Canada...
Identity Attack0.022791367
Insult0.011122898
Profanity0.011150704
Threat0.0061878995
Severe Toxicity0.0010633469
Low Tox 0.03062413 Constructive 0.748 Personal_Narrative
Feb 25, 2026 'We do know that there's …

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.