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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: "Why blame India for this …" 58 comments · Page 3 of 3
IMPORTANT-Before posting anything, it’s important to understand the situation clearly. Many Punjabis feel frustrated because they believe they are not given the freedom and respect they deserve within India bcz of Hindu and other communities. …
IMPORTANT-Before posting anything, it’s important to understand the situation clearly. Many Punjabis feel frustrated because they believe they are not given the freedom and respect they deserve within India bcz of Hindu and other communities. In this particular case, the smuggler was not Punjabi but a Hindu who was speaking Hindi. Incidents like this increase the frustration among some Punjabis and contribute to the demand for greater autonomy or a separate homeland. Many feel they are tired of being blamed or judged because of actions that are not even connected to their community. That's why we ask for separate land from them bcz we are fed up too.
Identity Attack0.1714862
Insult0.06267534
Profanity0.039407436
Threat0.015947454
Severe Toxicity0.0060653687
Low Tox 0.15932569 Constructive 0.813 Identity_Assertion
Feb 16, 2026 Inside Canada's Indian Invasion...
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal …
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal immigrant who migrated here with a nuclear family only on merit, I believe I earn the privilege to voice my thoughts here. First of all, rather than blaming the hoards of Indian immigrants, why don't anyone ask questions to the people who allowed it? Why not ask the politicians who vetoed it? Why not ask the police who is not able to stop reckless drivers? Why not ask the minister's who allow hospitals to run under staffed? USA has a massive Indian diaspora. But they are mostly IT workers and CEOs and Doctors. So who was at mistake of bringing illiterate, uncouth Indians to Canada? After earning all the required merit, and paying as much taxes from my family that is equivalent to minimum wages of at least 4 people, it hurts me to see undeserving people taking benefits of the system, while we get the short end. No one seemed too concerned when Indian students brought in so much money and revived some dead economies. No one blamed thousands of Punjabi businesses bringing in dollars into the economy. India, with its 150 billion people has s#!to eaters and people who can buy out Canada. You only see the bad. Press the government to bring in good people. Doctors, engineers, lawyers, scientists, business people, who will add value to the country and generate you jobs and salaries and grow this country. Not cooks and drivers only. Khalistan and Pro-BJP factions are both bad outside India. They all should go back and let the peace loving Indians and Canadians live here in peace. I don't hate anyone, but just the people who make my home country and me look bad. We ain't that bad after all.
Identity Attack0.105836816
Insult0.05262003
Profanity0.016172111
Threat0.007909686
Severe Toxicity0.0029945374
Low Tox 0.15158679 Constructive 0.821 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Blame your government not the immigrant They let the immigrant in. Countries that have billions of people like India and China, government have to control their imagration and let in small numbers Otherwise you will …
Blame your government not the immigrant They let the immigrant in. Countries that have billions of people like India and China, government have to control their imagration and let in small numbers Otherwise you will have Have a Billion people coming in and taking all the resources from the locals.
Identity Attack0.10221587
Insult0.032028005
Profanity0.015693882
Threat0.009048914
Severe Toxicity0.0032615662
Low Tox 0.13908891 Moderate Con 0.402 Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Frankly, I don’t blame the Indian people. Most of them seek better opportunities and stability, and their decision to migrate is often driven by economic hardships, political instability, or a lack of educational resources in …
Frankly, I don’t blame the Indian people. Most of them seek better opportunities and stability, and their decision to migrate is often driven by economic hardships, political instability, or a lack of educational resources in their homeland. Why would they not accept coming here if they see potential for a brighter future ? Furthermore, they don’t have pathways to citizenship offered by the government; there are no well-defined courses or integration programs designed to help newcomers become fully part of the society. Instead, they are arriving in basically what is a new India. They are welcome with open arms and new rights as Canadians, without the responsibilities that SHOULD go with it. So, the entire culprit is our Canadian government. This situation is part of a much larger, global agenda aimed at sowing division among populations to weaken national unity. The phrase _Divide et Impera_ (Divide and Conquer) highlights this tactic. The Canadian government is orchestrating this strategy, intentionally aligned with the nefarious 2030 agenda. This agenda calls to flood the White Christian Western world with massive immigration, which will erode cultural and national identities. The ultimate goal is to strip nations of their cultural and historical identities, making their populations more dependent on the State to provide a new identity. This dependency is projected to lead to the implementation of digital identification systems, biometric tracking, and other dystopian technological measures. These politicians on both sides are NOT humanists. The overarching aim is not merely human advancement but transhumanism — merging humans with technology — which is pure evil, even demonic, a plan to transform human existence radically. A plot to erase humanity as we know it. This is also the real reason and rationale behind the trans agenda. You can be whatever you want if you identify with it. Now, how about a cyborg, the singularity or what is called humankind 2.0 ? They will try to get it with WW3. The mandates will be said to be good for us, as they will procure a false sense of security in every country on Earth. They need India to go against the Muslim world. Canada has accepted this for the novus ordo seclorum of nations. You probably heard the saying that governments are NOT elected, but selected. That’s true. Our system is an illusion of democracy. They needed these far-left Liberals for these objectives and many others. Then, when it will be too much and order for the chaos, they will count on the far right to go to war. There will be two coalitions: the Western nations + Israel 🇮🇱 + some arab countries like Saudi Arabia 🇸🇦, Jordan 🇯🇴, Syria 🇸🇾 + Ukraine 🇺🇦 + India 🇮🇳 + Japan 🇯🇵 + South Korea 🇰🇷 *VS* the Arab League + Russia 🇷🇺 + China 🇨🇳 + North Korea 🇰🇵. The worst in all of that is that Freemasonry controlled both sides and their political leaders. They play on both sides, as in WW1 and WW2.
Identity Attack0.12208464
Insult0.03588435
Profanity0.025907494
Threat0.007961469
Severe Toxicity0.003490448
Low Tox 0.13388206 Constructive 0.617 Unverified_Claim
Oct 12, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
This is happening at varying scales in many cities all over the US as well. Growing up in the 90s and 00s in suburban Minneapolis, we had a very small population of Indians. About ten …
This is happening at varying scales in many cities all over the US as well. Growing up in the 90s and 00s in suburban Minneapolis, we had a very small population of Indians. About ten years ago, they built a large all new subdivision near my hometown that is now 90% Indian. Target Corporate is to blame for the initial push, as they opened an office in India and then had many of them relocating to the Minneapolis office. A recent trip to Dallas, every Uber I took was an Indian or Middle eastern driver. California, especially the Bay Area has an enormous Indian community as well.
Identity Attack0.10221587
Insult0.03136692
Profanity0.024951037
Threat0.008298059
Severe Toxicity0.0037002563
Low Tox 0.11202335 Constructive 0.658
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s good to hear some are thinking of leaving to the US. I truly wish for their success. I worked at a college that became a diploma mill in Vancouver and you couldn’t go to …
It’s good to hear some are thinking of leaving to the US. I truly wish for their success. I worked at a college that became a diploma mill in Vancouver and you couldn’t go to the men’s room without seeing 3 or 4 dudes hanging out. Foreign students also take from the food banks enough to have 1st year students now banned and many people no longer donate. I generally have great experiences Indian people, and have travelled India extensively, but if you let in too many of one type the native population will have a hard time and the immigrants themselves won’t integrate and build their own society. Blame the Liberal government.
Identity Attack0.08583717
Insult0.033790905
Profanity0.023584666
Threat0.012026439
Severe Toxicity0.0037384033
Low Tox 0.11161 Constructive 0.762 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
College in Canada, IRCC is Canadian, Approving officer is Canadian, Money paid is CAD, Recipient is Canadian, Tax on that is paid to CRA, They are charged 4 times more than local students, And still …
College in Canada, IRCC is Canadian, Approving officer is Canadian, Money paid is CAD, Recipient is Canadian, Tax on that is paid to CRA, They are charged 4 times more than local students, And still how can you blame this on the other countries (India) when its allowed by you (Canada).. 😅😅
Identity Attack0.04538634
Insult0.025413504
Profanity0.012346277
Threat0.006084333
Severe Toxicity0.0019264221
Low Tox 0.07845957 Moderate Con 0.475
Sep 30, 2025 IRCC Names India in Study …
I came here 25 years ago from India. While growing up, I would go to the terrace of my home and turn the antenna to get Cbc at night. I watched Air Farce One, the …
I came here 25 years ago from India. While growing up, I would go to the terrace of my home and turn the antenna to get Cbc at night. I watched Air Farce One, the green show, NFB and Cbc and was always fascinated with Canada. I knew then when I was 20 that I will make Canada home. I wrote my IELTS ENGLISH test, studied here with good grades. And I did. I have an amazing career and young kids. And I have loved everyday of it. I have watched rerun of trailer park boys about 10 or so times already, watched Corner gas, watch hockey, I have embraced the weather, the people and the values this nation stands for. I have travelled coast to coast and to the great north. Heck I have been to more places in Canada with my job than other Canadians who are born and raised here. Now all I see there these ignorant, entitled effs thinking they can come and change the way of life. Like how Don Cherry said, they want the milk and honey but won't respect the values. I am effing done with this immigration and the government. Steven Harper was the prime minister when I got my citizenship and it was the proudest moment of my life. I really hope Canadians wake up. I know exactly why the racism has gone up and I don't blame the Canadians at all. These clowns bought it on to themselves. I just had enough and wish things would back to how it was 20 or so years ago.
Identity Attack0.011321344
Insult0.016556932
Profanity0.019348921
Threat0.007534259
Severe Toxicity0.0019073486
Low Tox 0.032156147 Constructive 0.658
Sep 20, 2025 26 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.