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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.

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Active: "Only westerns have been conditioned …" 5 comments
Only westerns have been conditioned to have guilty feelings over being what is termed racist. It should be considered in group preference like the Chinese and Arabs practice. They won't be losing their cultural inheritance …
Only westerns have been conditioned to have guilty feelings over being what is termed racist. It should be considered in group preference like the Chinese and Arabs practice. They won't be losing their cultural inheritance and land anytime soon 🎉
Identity Attack0.37152436
Insult0.15343215
Profanity0.03239325
Threat0.009411395
Severe Toxicity0.0104522705
Moderate 0.30539915 Moderate Con 0.397 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
At this point, I'm over every culture. We have been conditioned in the West to think that we have no culture, we need to embrace, worship, and accept everyone else's culture. Really over it. We …
At this point, I'm over every culture. We have been conditioned in the West to think that we have no culture, we need to embrace, worship, and accept everyone else's culture. Really over it. We have built a beautiful way of life in the western world and we should work harder to preserve it. I've been to India. Although I like most Indians that come to our part of the world, WE DO NOT WANT OUR COUNTRY TURNING INTO INDIA (or any other country/culture for that matter). Assimilate, get with the program, or GTFO. Enough is enough. Americans, Canadians, Europeans..stand up for your country and culture before it is completely erased. If we decided to move to any of these third world countries and pull the same crap, locals would be up in arms.
Identity Attack0.2816105
Insult0.075868964
Profanity0.08322773
Threat0.011715741
Severe Toxicity0.014511578
Low Tox 0.25462922 Constructive 0.685 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
After finishing the video you asked why, and still didn't have an answer. This is lazy of you. It is very easy to find the answer. The answer is economics, specifically capitalism and the welfare …
After finishing the video you asked why, and still didn't have an answer. This is lazy of you. It is very easy to find the answer. The answer is economics, specifically capitalism and the welfare state. In order for capitalism to function the best for asset owners, the economy must continue to grow. Company revenues, stock prices, home prices, assets in general. Also, the welfare state needs to have more younger workers paying into the system to cover welfare services for the elderly retired population. Back in the 1950s, economists in Western countries realized their population demographics were inverting. Meaning, the elderly population was growing while the younger population growth rate was slowing down. This is the natural outcome of a wealthy educated society—the elderly live longer due to better healthcare and living conditions, and women tend to have fewer children as they spend more time in school and pursue a career, also families need fewer children compared to poor agrarian societies for various reasons. As such, these economists advised the politicians to increase immigration. This was the way to get more workers in your country to prevent a slow deflationary spiral by increasing consumption, and increase the tax base. Bonus if you bring in STEM workers as economies are becoming more dependent on tech. Anyway that's your answer.
Identity Attack0.0073995716
Insult0.16897665
Profanity0.044668075
Threat0.007598988
Severe Toxicity0.0039863586
Low Tox 0.23812068 Constructive 0.634
Jan 3, 2026 Inside Canada's Indian Metropolis (Brampton)
Western countries are only successful in the absence of thirdworlders. Once you import them, you import their behavior, which creates thirdworld conditions. Firstworld becomes thirdworld.
Western countries are only successful in the absence of thirdworlders. Once you import them, you import their behavior, which creates thirdworld conditions. Firstworld becomes thirdworld.
Identity Attack0.16801116
Insult0.061451588
Profanity0.017299367
Threat0.007598988
Severe Toxicity0.005569458
Low Tox 0.18649188 Low Con 0.151
Jun 17, 2025 How Canada broke its immigration …
India had experienced a very bad situation when Western nations invaded and treated natives as slaves, imposed the "Hindu tax" on Indians, for about 1000 years, till 1947. It is estimated that English rulers looted …
India had experienced a very bad situation when Western nations invaded and treated natives as slaves, imposed the "Hindu tax" on Indians, for about 1000 years, till 1947. It is estimated that English rulers looted over £45 trillion worth of wealth from India, in addition to priceless artefacts, precious stones, and cultural treasures stolen, many of which remain in the British Museum to this day. India was subjected to foreign rule for nearly a thousand years, culminating in English colonial rule. During this time, countless Indians were enslaved, shackled, and forcibly transported to distant English colonies to work as indentured labourers under inhumane conditions. " Hindu tax ' was imposed on every Indian, and English rulers collected the tax on gunpoint for centuries. Those who did not have money were used as slaves in English households. Ancient India, once a beacon of knowledge and wisdom, was known as a subcontinent of learning and prosperity, contributing up to 38% of the world’s GDP at its height. For centuries, Indians struggled for their freedom, drawing strength from the timeless values of truth and non-violence embedded in our culture. The freedom movement, led through non-violent resistance, ultimately led to India's independence in 1947. However, the residual grip of colonial influence continued until around 1956. By the end of colonial rule, India’s sacred and ancient universities had been dismantled, and the country—once among the richest—was reduced to one of the poorest nations in the world. Widespread poverty, illiteracy, disease, social divisions, and national humiliation were the tragic legacies of foreign rule. If might and brawn continue to justify exploitation, it must be confronted with truth, non-violent justice, and a collective call for accountability.
Identity Attack0.16587129
Insult0.06634661
Profanity0.035399333
Threat0.01698343
Severe Toxicity0.005836487
Low Tox 0.17458448 Constructive 0.6 Comparative_Framing
Sep 19, 2025 34 likes 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.