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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: "I love the rise of …" 5 comments
For the love of god please fix this. I am an Indian immigrant here since I was 5 and a citizen since I was 12 and my husband is white and we both see the …
For the love of god please fix this. I am an Indian immigrant here since I was 5 and a citizen since I was 12 and my husband is white and we both see the hate rising. You have flood the country with unqualified and uneducated student immigrants and it’s making the rest of us who have been here 40 years scared. Immigration should be a mechanism that is used with high level discretion and sparingly not a replacement mechanism that fuels fear, hate, repulsion. 😟
Identity Attack0.32768643
Insult0.17610447
Profanity0.029596692
Threat0.009722093
Severe Toxicity0.010375977
Moderate 0.32074678 Constructive 0.743 Personal_Narrative
Sep 28, 2025 1 likes IRCC Names India in Study …
I love the rise of nationalism in this country, you can see it in the comments. Everyone hates these foreigners and wants them out. genuinely can't wait for when the deportations start to kick off. …
I love the rise of nationalism in this country, you can see it in the comments. Everyone hates these foreigners and wants them out. genuinely can't wait for when the deportations start to kick off. We're finally getting to the end of the tunnel it seems
Identity Attack0.30103904
Insult0.0817555
Profanity0.052183274
Threat0.049451493
Severe Toxicity0.011444092
Low Tox 0.28674445 Constructive 0.599 Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
If you are Real Canadian ❤🇨🇦 Canada loves humanity whoever comments mean & biased can read below 👇 ❤️😢 Sending love to all who are suffering. ❤️😢 Hate-filled "zombies" are spreading across the world, fueling …
If you are Real Canadian ❤🇨🇦 Canada loves humanity whoever comments mean & biased can read below 👇 ❤️😢 Sending love to all who are suffering. ❤️😢 Hate-filled "zombies" are spreading across the world, fueling division through race, gender, culture, religion, countries and language - things that were meant to unite us, not divide us. They were created to build common ground, foster belonging, and promote love and peace - not hate. Anything that creates an "us versus them" narrative is harmful. Humanity must rise above borders and differences. Love is the only cure for this global virus of hate. ❤️😢 Sending love to all hate zombies who are suffering this virus and hugs I hope prayers and love might change their actions. ❤️😢 Is there hope? Reply with hearts if you are cured or agree with this message love all humans unconditionally for humanity? 🙏
Identity Attack0.058401883
Insult0.076185785
Profanity0.029050145
Threat0.008362788
Severe Toxicity0.004348755
Low Tox 0.15435068 Constructive 0.602
Jan 27, 2026 Inside Canada's Indian Invasion...
I am afraid you are not asking the crucial question -- why did the government allow such massive immigration to Canada? Do you think the calculation of the government was to help immigrants by bringing …
I am afraid you are not asking the crucial question -- why did the government allow such massive immigration to Canada? Do you think the calculation of the government was to help immigrants by bringing in so many to Canada? Is the Canadian government truly that humane? Clearly one impetus for this mass immigration was Canadians cannot by themselves support all of the social systems -- healthcare, welfare, retirement, etc., so Canada needed immigrants who would work like drones to financially support the country. There is also the business interest. Everywhere you turn there is new high-rise being built with hundreds of apartment who do you think is going to pay the $3000 rent for those apartments? Canadians banks also love the deposits of hardworking immigrants. Don't get it twisted, immigrants have been allowed into Canada out of necessity not humanity.
Identity Attack0.052490227
Insult0.055547886
Profanity0.015967157
Threat0.0074436385
Severe Toxicity0.00289917
Low Tox 0.112540044 Constructive 0.685
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank …
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank $200,000 of hard earned money into the Canadian Education system — Not as a fast track gimmick to immigrate, but so I could achieve my dream as a Game Developer. This money was family income, earned on 1/4th the salary, taking 4x longer to save. I was a great privileged to me. Today 15 years later, no one would ever think I'm from India. I sound Canadian, I behave Canadian, I have Canadian values, and I am Canadian. I came here because I loved Canada. I would watch hours upon hours of indigenous history, and on my Citizenship day, I watched Juno Beach to celebrate. However I must say this... I suffered through s*icidal depression here for 8 years, because I had far less leverage here than in a developing country, and it's really telling what sort of situation we're all in... Rent caps in Canada were removed... The housing market was open to foreign investors / and real estate monopolies with a 20% year-on-year rise... Rents went from 1000$ to 2100$ MINIMUM for a 1 bedroom through Trudeau's term and the govt said "It's not a federal responsibility"... Auto insurance is like 2.5-3.5k a year in Ontario and if you get a dent, you pay a deductable... I was quoted 8500$ for two wisdom teeth surgeries while it costed me 260$ abroad... During Covid - property owners, banks, and grocery stores exploited our misery and made record profits!... The govt stopped filtering through it's immigrants with "interviews", and it's operating like a scam — "Bring all your foreign money, convert it to CAD, and keep our GDP stable.. while we neither have the infrastructure, nor the job market to support these numbers". I think some accountability is due... these issues are "symptoms", not the problem — The problem is our Liberal govt / policies, and our wonderful voting body who voted Liberal term after term after term while complaining. Why does this govt safeguard extremism, foreign politics, foreign separatism? Khalistanis are as much of a threat / nuance to India than it is to Canada, but in Canada they actually have a unrestricted platform. Instead of resenting immigrants, we need to start resenting how mismanaged Canada is by our govt, and hold our voting body accountable. We had a chance to vote differently, but once again a repackaged and rebranded Liberal term. Because my ethnicity is Indian, I've become an object of collective resentment / hatred, and I don't think that's fair.. Please direct it at your vote, and govt level policies. Why should I (and other's like me) be crucified with the sins of other immigrants? It's like hating all your neighbors in a burning building, when the management has been lighting the fire.
Identity Attack0.026810925
Insult0.027218282
Profanity0.022354934
Threat0.0074436385
Severe Toxicity0.0024795532
Low Tox 0.0665887 Constructive 0.817 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …

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.