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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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "Like a lot of faces …" 6 comments
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of …
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of these people pay taxes,almost everyone seen in the video works,and last I checked even blue collar workers pay taxes,from an uber eats driver to the nurse These people come here legally paying double and triple in fees,they're not illegal immigrants like many in USA The church was sold willingly for money and then the temple was built,all temples pay property taxes and were bought with money No one wants to talk about diploma mills willingly giving admissions to the students The people welcomed the youtuber with open arms,explained things,gave answers and a lot of food Some things need improvement I totally agree like Indians need to maintain cleanliness and integrate but overall what a piece of propaganda this video is,people in comments literally ignoring how welcoming the people were to this youtuber That guy is totally right,people don't really face racism irl Anyways I am glad people irl are not like people online,I love Canada and always will and I'm proud of how welcoming and open Canada is 🇨🇦❤️
Identity Attack0.24293575
Insult0.53014356
Profanity0.16496858
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.50759226 Constructive 0.817 Insult Policy_Critique
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
Why did all the europeans colonized ,gave the language,enslaved them for over 1000 of years and took all the resources and still trying to enslave them by corrporations for their hegemony,I ask the same christian …
Why did all the europeans colonized ,gave the language,enslaved them for over 1000 of years and took all the resources and still trying to enslave them by corrporations for their hegemony,I ask the same christian indian who is preaching here ,and why did british,french,italian,roman loot everything from asia and africa,central asia , middleast and invdade them and stolen everything put their country as junk yard and now all the west is entirely debt ridden,Why cry now,Stop bombing them and should not have done all this in first place since 100 of years ago,Migration is human thing ,no one can stop,its god instilled in human and this is how civilization expanded around the world..I understand ,i get the disgustian behaviour pattern of indians in the west especially the sanghis hindu extremist who were being exposed right ,left and center all over the world in social media..Like Faith says people migrate for economic reason,even that is not working any more,Leave the east and africa at peace ,lot of people will remigrate back home,..I say this for a fact.Stop bombimg them working with zionist jews pedophiles isralies who are root of all the problem that exist on face of the earth.,the banks they own,corporations they own,healthcare industry they own,diamond mines they own,weapons industry they own,drug and porn industry jews own..
Identity Attack0.37953663
Insult0.2735258
Profanity0.1413768
Threat0.13785169
Severe Toxicity0.023076924
Moderate 0.36456755 Constructive 0.571 Moral_Argument
Aug 24, 2025 1 likes Why Canadians Are Turning Against …
Like a lot of faces in the liberal government she looks evil but that’s what this government is just plain evil get ready for a long ride Canada it’s not going to be pretty
Like a lot of faces in the liberal government she looks evil but that’s what this government is just plain evil get ready for a long ride Canada it’s not going to be pretty
Identity Attack0.10221587
Insult0.36798462
Profanity0.058946952
Threat0.012181788
Severe Toxicity0.01083374
Moderate 0.3625127 Low Con 0.248 Moral_Argument
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged …
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged and entitled and do not adapt to the culture of the country they are in, and force their own cultures and individual beliefs. This sucks, especially as a young guy who dreams of living in other countries, while respecting their cultures and planning to adapt to them. Even in India too, we don't really pay much taxes since we know its gonna go into corruption anyway, so the Immigrant residents in Brampton may have carried forward that practice as their habit. This gets a lot of us good folks, generalized for no reason too, Although, I do understand the anti-Indian sentiments foreigners have towards us, but again.. not every Indian are like that, since it has also been pointed out by few others. Although, I AM genuinely sorry for the problems Canadians might be facing in Brampton right now
Identity Attack0.2846865
Insult0.19225755
Profanity0.33023968
Threat0.01187109
Severe Toxicity0.019998873
Moderate 0.32919475 Constructive 0.851
Dec 9, 2025 Inside Canada's Indian Metropolis (Brampton)
This is a slap in the face to someone who spent over a year preparing to come to Canada. I spent tume and effort and lots of money and sleepless nights to make a perfect …
This is a slap in the face to someone who spent over a year preparing to come to Canada. I spent tume and effort and lots of money and sleepless nights to make a perfect application. I made sure I be 100% honest bcuz its mainly part of my religion. When i got accepted and came , I counted the hours in my part time and paid attention that i dont work any extra min over my 20 hours during studies, I did the same for my PGWP and PR application. Its hurts my soul that someone can be dishonest and gets a slot in the quota competing with people who are doing it like me. Its insulting. If those ppl who are not decent enough to submit an honest application and follow the rules they should not be allowed a spot in the quota. They should be removed and sent back to where they came from. Canada should bot tolerate frauds. We literally came gere for a better life , a safer life. By accepting frauds in, you're telling future applicanys to cheat thier way into here.
Identity Attack0.019676208
Insult0.0623257
Profanity0.027683776
Threat0.012078222
Severe Toxicity0.0036621094
Low Tox 0.121732734 Constructive 0.695 Personal_Narrative
Oct 31, 2025 IRCC Names India in Study …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My home was in brampton for a long time and I have personally seen the safety gone down, my family used to come back from trips with our garage open and everything would be completely fine. The long term sikhs and indians came and actually contributing positively and that can be seen with how good canada was pre 2020. Immigration too an extent was good, but mass immigration was never a good idea. In 2018-2019 the old time punjabi community was heavily against so many students coming in, so much so people that were indian had "no students" signs when renting their basements. It's sad to see people that came here running things so badly and ruining the effort and contributions made by many(I even face the consqeunces of things I have never done). Remeber don't be afraid to call out people for their bullshit, but also dont bash innocent people. Now many ppl came to canada and have done good like sikhs having the highest donors of blood, plasma, and platelets. We also giveway a lot in charity and food. A good news is Canada is cracking down on these bad people and quickly, and many good people who came are returning back home. I have seen a lot of videos online, but please remember algorithms and pushed media make things seem worse than they actually are. My message is I'm sorry for how these people are acting, my recent trip to Canada(brampton) I saw better quality service and more white folk too. Stay safe and god bless!
Identity Attack0.039456755
Insult0.022448512
Profanity0.027000591
Threat0.008181547
Severe Toxicity0.0032043457
Low Tox 0.06421452 Constructive 0.862 Personal_Narrative
Jan 27, 2026 3 likes 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.