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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

click to expand

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.

Search & Filter

Search comment text, filter by category or toxicity level
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: "Look Justin, Its not about …" 5 comments
Criminals and the government have sold Canadians out. They bring an immigration to do massive crime. Just like the government does and both get away with it. Look at that snake Justin Trudeau. How many …
Criminals and the government have sold Canadians out. They bring an immigration to do massive crime. Just like the government does and both get away with it. Look at that snake Justin Trudeau. How many liberal voters voted for liberals and that snake? All these years and did not see what was happening to this country destroyed forever. They run the airports. They run the drugs, the theft, the corruption, the crime.
Inside Canada's Indian Metropolis (Brampton) · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.43296707
Profanity0.03915693
Threat0.014911477
Severe Toxicity0.015802706
Moderate 0.4013387 Low Con 0.262 Unverified_Claim
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Lies, lies, and more lies. Look around you. Canadians aren’t the ones working. Vast majority are people who have been here since Trudeau became prime minister. I’m not saying that Justin burned down the ship …
Lies, lies, and more lies. Look around you. Canadians aren’t the ones working. Vast majority are people who have been here since Trudeau became prime minister. I’m not saying that Justin burned down the ship but he definitely set it on fire 🔥 🔥 🔥
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.18468912
Insult0.36798462
Profanity0.02126184
Threat0.06820184
Severe Toxicity0.014898917
Moderate 0.38811707 Moderate Con 0.426 Unverified_Claim
Jan 1, 2026 Deportations From Canada at Their …
Justin Trudeau is to blame, he brought so many here and for what? Votes! He didn’t and doesn’t care about Canadians. This country needs to be fixed and restored to what is was. A beautiful …
Justin Trudeau is to blame, he brought so many here and for what? Votes! He didn’t and doesn’t care about Canadians. This country needs to be fixed and restored to what is was. A beautiful country that all Canadians loved and deserve to have it back! SEND THEM BACK! LOOK AFTER CANADIANS FIRST! THIS IS OUR COUNTRY NOT THEIRS!! 😡 😡🤬🤬🤬
Why Canadians Are Turning Against Immigrants. · 27: Cluster #26
Close reading → Video sentiment →
Identity Attack0.30103904
Insult0.1935001
Profanity0.029050145
Threat0.025789235
Severe Toxicity0.018384963
Moderate 0.33836752 Moderate Con 0.365
Sep 11, 2025 Why Canadians Are Turning Against …
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.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
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)
15:10, The liberal government is facilitating a social invasion to remain in power. They provide benefits to certain groups and say, "We, the liberals, did this for you. Vote for us, or you'll lose everything." …
15:10, The liberal government is facilitating a social invasion to remain in power. They provide benefits to certain groups and say, "We, the liberals, did this for you. Vote for us, or you'll lose everything." This initiative began in 2015 under the leadership of Justin Trudeau, who is often perceived as a puppet of the World Economic Forum (WEF). Your vote is overshadowed by the large cities that are controlled by liberals. If you want a glimpse of Canada, look at what's happening in England right now. If nothing changes, that could be the future of this country!💯
Why Canadians Are Turning Against Immigrants. · 105: Cluster #104
Close reading → Discourse → Video sentiment →
Identity Attack0.027815815
Insult0.07555214
Profanity0.019690514
Threat0.00789674
Severe Toxicity0.0025367737
Low Tox 0.14429577 Constructive 0.639 Unverified_Claim
Sep 8, 2025 1 likes 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.