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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
Active: "Respect and VERY well said. …" 4 comments
The immigrant voices (those who were vetted appropriately and who came to become Canadian citizens, with respect for the culture of Canada) are powerful and impactful and bear so much weight. Thank you for speaking …
The immigrant voices (those who were vetted appropriately and who came to become Canadian citizens, with respect for the culture of Canada) are powerful and impactful and bear so much weight. Thank you for speaking out, brothers and sisters. You are correct, I am not upset with immigrants per se, but am frustrated with how leaky and inept the government has been with their slack policies. I have been in public parks and watched as non-English speaking immigrants leave their trash littering a park! Where they do not respect personal space. I want to live with people who are interested in being Canadian and respect the cultural values and norms of Canadian citizens, NOT those who plan to come in and take over. Come on, guy who said Muslims are going to take over Canada. How well received do you thing that will be?! I have Muslim and Indian friends and they are not like this idiot.
Identity Attack0.2808415
Insult0.40243408
Profanity0.07482228
Threat0.0077154995
Severe Toxicity0.011444092
Moderate 0.37694603 Constructive 0.852 Policy_Critique
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
It's very unfortunate what that guy claims about Islam, I am Muslim being in canada for 15 years, I integrated very well while I respect my religion and others. What he said we do not …
It's very unfortunate what that guy claims about Islam, I am Muslim being in canada for 15 years, I integrated very well while I respect my religion and others. What he said we do not claim it being Muslims. In Rome do like the Romans. Period!
Identity Attack0.26325142
Insult0.042665333
Profanity0.01627459
Threat0.0066927844
Severe Toxicity0.0037765503
Low Tox 0.19504376 Constructive 0.85 Personal_Narrative
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Well.. What goes around comes around it is said. When the settlers from Europe,, Great Britain came to this huge beautiful land blessed with a bountiful, lavish nature did they ever care to understand,study and …
Well.. What goes around comes around it is said. When the settlers from Europe,, Great Britain came to this huge beautiful land blessed with a bountiful, lavish nature did they ever care to understand,study and respect the value and life of those original natives who were the very first pioneers of Canada? Did they adopt their ways language and culture at least to a certain extent? Leave alone adopting or understanding. They took over the entire country and it's peoples through a brutal form of genocide and erasure of their beautiful natural way of life. Thekr lands were stolen, their languages extinguished, their culture spurned and erased.. These immigrants from Europe believed in their fanatical missionary zeal that they were saving the souls of tjese natives by forcing Christianity down their throats proudly announcing that they were on a civilising mission. Babies were stolen from their mothers and brought up as Christians. Families were separated leaving mothers in anguish never to see their children again. Slaughter of those who resisted became an accepted norm until the original native of Canada became a disappearing entity and those who survived are till today just surviving. It is to these people that Canada belongs and not to the invading anglo saxon proyestants and Christian evangelists or the mogrants from across the world. If anyone has a right to protest and femand their land back ots the native Canadians. It should be their government not of those who took over. So get a lottlr acquainted with true history and look at things with am intelligent honest perspective.. .
Identity Attack0.053854458
Insult0.06582214
Profanity0.025634222
Threat0.008311004
Severe Toxicity0.0037002563
Low Tox 0.13908891 Constructive 0.609
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of familiarity and comfort. Brampton’s story reflects this same human instinct to find community and preserve traditions in a new place without disturbing the territorial harmony(but that didn't go well). At the same time, Indian culture and values are inherently inclusive, with a long history of adapting and coexisting with diverse communities. The real challenge lies not in immigrants forming close-knit groups, but in how well both newcomers and longtime residents accept and integrate with each other. When mutual respect and openness exist, diversity becomes a strength rather than a division. That said, the scale and pace of Brampton’s demographic change raise important policy questions. The Canadian government should have anticipated and planned for this transformation much earlier. Whether they did not act, or could not act, is a question only they can answer but it is central to understanding today’s challenges.
Identity Attack0.031464707
Insult0.018323302
Profanity0.016172111
Threat0.0072882893
Severe Toxicity0.0016307831
Low Tox 0.042657252 Constructive 0.725 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)

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.