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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

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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 #}

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Active: "may be just for election, …" 6 comments
may be just for election, I do not trust Liberal will enforce after Apr 28 because they brought in junk immigrant to get votes
may be just for election, I do not trust Liberal will enforce after Apr 28 because they brought in junk immigrant to get votes
Identity Attack0.0013997129
Insult0.5571088
Profanity0.001419952
Threat0.0002511681
Severe Toxicity0.000007929217
Moderate 0.60383046 Insult Unverified_Claim
Apr 15, 2025
Canada is being ruled by a globalist criminal cartel. Arrest the traitors in Ottawa. Vancouver BC has truly become a hub of transnational organized crime and our government seems blithely unopposed at best, a criminal …
Canada is being ruled by a globalist criminal cartel. Arrest the traitors in Ottawa. Vancouver BC has truly become a hub of transnational organized crime and our government seems blithely unopposed at best, a criminal participant most likely. Seriously, its looking more and more like elements within the Canadian federal government are complicit in importing Fentanyl for money laundering and housing bubble purposes, and tangentially, our government therefor has chosen to make Canada part of a supply chain that involves cartels, Triads, the CCP, and kills a ungodly amount of Americans and Canadians. Literal organized crime money laundering and the government has been *encouraging* it since the 80s and its largely why our houses are now insane prices. I'm not being facetious when I argue that Vancouver is the frontlines for the modern Opium War the CCP is waging on The West. Look up Vancouvers Downtown Eastside. Our government is complicit with Cartels and the CCP in importing Fentanyl as it's used in the real estate money laundering business dubbed 'The Vancouver Model'. "The Vancouver Model mixes legal and illicit cash, such as that from fentanyl sales. The pooled money is then used to buy high-end real estate, funded by capital flight and casino high rollers. The real estate is then used as a sort of deposit, helping to feed the insatiable need for luxury real estate. The more fentanyl sold, the more luxury real estate is needed. It doesn’t matter how big it is, it just needs to be expensive. Diabolical, but genius. Maybe Canada should consider fentanyl deaths a market fundamental?" -Sam Cooper’s book, Wilful Blindness: How A Network of Narcos, Tycoons and CCP Agents Infiltrated The West. The federal government opposes efforts to secure our ports. We literally don't have law enforcement that checks incoming containers; anything and everything can flow through our ports unhindered. fentanyl, human trafficking, nobody knows. Deltaport has no port police, not even 1 / 100 containers are scanned. The Mayor of Delta BC has been demanding security at Deltaport for ages and it's not being done why? "A recent U.S. congressional report argues that the Chinese Communist Party's (CCP) strategy relies less on overt military actions and more on covert tactics, including trafficking of fentanyl and leveraging money laundering, aimed at exploiting vulnerabilities across social, economic, and health domains. "Fentanyl precursors are manufactured in China and shipped to Mexico and Canada. For precursors that arrive in Mexico, Chinese transnational mafias work with Mexican cartels to smuggle and distribute fentanyl in the United States on behalf of the CCP," the report states. "The DEA confirmed Chinese transnational crime leaders hold government positions in the CCP and indicated that Chinese transnational crime organizations are dedicated to the CCP." "The public deserves to know about the CCP’s role in fentanyl production and how the Party is using fentanyl as a chemical weapon to kill Americans," the report adds. It recommends that Washington publicly "blame the CCP as much as the DEA and its partners currently blame the Sinaloa Cartel" for fentanyl trafficking and urges the government to "educate international allies about CCP chemical warfare" and encourage them to condemn Chinese transnational crime. According to congressional investigations, Beijing is actively incentivizing the export of fentanyl and methamphetamine worldwide. The report alleges that Chinese criminal organizations, including Triads led by individuals with official positions in the CCP, are working alongside Mexican cartels to generate profit to fund interference operations in America." -Sam Cooper The Bureau substack. Now we have a probable Epstein associate in power (Carney has multiple family members listed in Epsteins little black book). Our 'elected' leaders in Canada are so deep in the globalist billionaires pockets that he even the Liberal half of the "2" party system are okay with selling out Canada to transnational oil and gas globalist megacorps. PPs CPC and Carneys LPC both seem to have forgotten these are the same people / megacorps that poisoned us with Leaded gasoline; still poison us with hexane, and all sorts of pollution they are allowed to store in the air we breath. Why should the taxpayer pay for their infrastructure? Yet you can't NOT vote for oil and gas. Green gets a good amount of the popular vote but never any power because Canada rigs every election with FPtP. Its how the "2" party system maintains control forever. Trudeau was elected with a promise to end fossil fuel tax subsidies but they're over $20+ Billion Canadian taxdollars now (before the $80billion negative externalities), and he obviously broke that promise, probably because the oil and gas industry and their cronies wouldn't let him. Why does an anti-oil and gas politician flip so hard? Money, Blackmail maybe. Epstein - we won't know because our governments don't seem to care to actually investigate it, for legitimate witch hunt reasons perhaps, but there is evidence suggesting that Israeli intelligence is/was running a blackmail operation on powerful people throughout NATO (check out Daryl Coopers MartyrMade podcast on Epstein). we need to force much, much more transparency in government. Its the same throughout NATO. Here in Canada Trudeau was just the 'fall guy' for the various corporate industrial complexes that own our politicians through lobbyists. The oil and gas industrial complex (remember when Trudeau promised to end fossil fuel tax subsidies and instead tax subsidies to this private, for-profit industry with titanic negative externalities, only increased to over $20,000,000,000 (billions of dollars in a nationstate of millions)), the cable industrial complex, the mining, fishing, forestry, and other resource extraction industrial complexes, the military industrial complex (not just in Canada, but all of NATOs military industrial complex has too strong of an influence over our politics). These are all owned by a relatively small group of billionaires. We, the people, are all getting poorer while the rich get richer; our civilization in "The West" is sick, and the corrupt actions of many arms of our corporate industrial complexes and their Oligarch owners are not a symptom, but the foundation of the sickness. Our political parties are owned by them, our prisons, our food industries are the same people that used to own Cigarette companies, its incestuous how small this group is becoming. They'll put Lead in the gasoline AND milk next time we stop forcing these profit driven asshole corporations to act ethically. Some billionaires are cool. Some industries NEED regulation. We want industry, but we ship logs unprocessed out of the province all the time, we WANT forestry corporations that nurture a forest that 7 generations down the road can still be harvesting, instead we get clearcuts and insane levels of topsoil erosion. Old Growth 99.99% gone and still going. Vast swaths of land are now Pine monocrops where 'forests' once were. Why do we think our forests burn every summer now? dead monocrops, like the potato famine but with pine beetles. profit driven megacorporations are fucking Canada and convince us all to vote them in each election cycle because everyone is 'strategically' voting their favourite half of these same industries back into power generation after generation. These transnational corporations only care about money, and they use 'us vs them' narratives like 'identity politics' to divide us into 2 political parties, which they own both of, and market these two 'options' as the only alternative to each other, thereby staying in power forever. PP - a globalist tool of transnational Oil and Gas megacorporations Carney - a globalist tool of transnational Banking megacorporations. 2 sides of the same global coin. Canada was cooked regardless of who won. Welcome to the New Canada - Cartelanada? with a 2 party system where both sides are owned by the same people (globalist billionaires, not any ethnicities that may come to mind) through untraceable chains of 'lobbyists' and shell companies. They will strip Canada of all resources as fast as possible, they will strip our bank accounts of all value as fast as possible, and they'll continue to flood our country with more than 1.2 MILLION immigrants a year while not building homes. The Cons would not have fixed this, because they are the other side of the same coin. Imigration can be done ethically, where it doesn't supress wages and crank up home prices, alas, Canada doesn't seem to care about the current generations being able to afford homes or kids, and chooses to literally replace our families with immigrants. To emphasize, the traitors in Ottawa are to blame for this, not people seeking a better life who are being trapped in the same dystopian poverty drug addled nightmare as countless people born here, in what *should* be one of the wealthiest nationstates to ever grace the Spaceship Earth. The system is both broken and stolen; only small party votes were votes for Canada - voting for either the Cons or Libs was just voting in the same transnational globalist corporations as always. we've all been brainwashed by the biggest propaganda game in politics - 'strategic' voting. Thanks for coming to my -hyperautist- ted talk
Identity Attack0.2816105
Insult0.3682569
Profanity0.13873272
Threat0.09929679
Severe Toxicity0.016706496
Moderate 0.37751234 Constructive 0.595
Aug 31, 2025 1 likes Why Canadians Are Turning Against …
This mass immigration is deliberate and if you follow global politics you will see this isn’t just happening in Canada. It’s happening in the UK FRANCE GERMANY IRELAND SCOTLAND AUSTRALIA NEW ZEALAND POLAND HUNGARY BRUSSELS …
This mass immigration is deliberate and if you follow global politics you will see this isn’t just happening in Canada. It’s happening in the UK FRANCE GERMANY IRELAND SCOTLAND AUSTRALIA NEW ZEALAND POLAND HUNGARY BRUSSELS SPAIN ITALY PORTUGAL some of the above nations have woken up and have said enough. Both Poland and Hungary have said enough. Now the EU is calling them racists. It’s all Indian or Muslim immigration. They don’t immigrate for a better life it’s to take over and it’s millions of fighting g age men too. Our countries are setting up for award, civil wars. France just issued a memo to hospitals to get ready for military mass casualties that will start within 12 months from now. These globalists have been planning this great reset and new world order for many decades. I stared investigating these wicked globalists over a decade ago now. I have all evidence and receipts saved. How do you implode a nation, crash an economy, make citizens reliant on govt for everything… why bring in millions of immigrants and put their needs first. You can go to any city or town in Canada now. It’s hard to find a Canadian working. In Canada we have foreign workers programs that allows businesses to hire foreigners and the liberal federal govt pays 1/3 of these foreigners salaries. So of course any business like retail or restaurant’s biggest overhead is labour costs so if they can save like $6.00 an hour on every employee why wouldn’t they opt in for that. I also did a very deep dive into the voters in Canada. At least 4.5 million out of the 8.5 million voted the Carney liberals got in April 2025 were immigrant votes. That’s why Carney and liberals pander to the gigantic Muslim population in Canada. Muslims, Chinese, Indians from India, Ukrainians, Filipinos they all pretty much vote liberal. There weee over 100 Muslim groups that told their Muslim community to only vote for candidates that support Gaza Muslims and Palestinians. How is that not election interference. We know the Chinese directly interfere in our elections by threatening Chinese Canadians to vote liberal or their families in China will be harmed or they will be harmed inside Canada. In June Carney said Muslim values are Canadian values. Either this clown has no idea how radical Islam is or he knows and just panders for votes. Liberal cabinet ministers Anita Anand and Melanie Joly they both openly campaigned saying they must support Palestine because they both have large Muslim populations in their respective ridings. Over half of the liberal voter base is foreign now. I started in 2019 telling the federal conservatives look the liberals are importing new liberal voters. The party needs a strategy to win over the immigrant vote. I proposed hiring a team of individuals from the Muslim community, Chinese community etc to brainstorm on how to get their message across that if your an immigrant your best to vote conservative because the liberals don’t care about them they just want their vote. Show them how they may never own a home, how their kids will be worse off than them. That buy bringing in about 2 million more immigrants a year it is causing inflation and the affordability crisis. I believe if you can show these immigrant communities the truth they may consider voting conservative. Bit of the conservatives refuse to pivot we will never see another federal conservative govt in our lifetimes. It’s not racist it’s the truth. We need a foreign registry act to kick out foreign entities that harass bully and threaten immigrants in Canada to bend the knee or else. If we have 100 Islamic groups telling their community it’s yo only vote one way charge them with election interference. We need electoral reform badly in Canada. We need to end all immigration to Canada for at least 5 years maybe even 10. We need to deport those here illegally. No more fake asylum claims. This country can still be saved but we need immigrants on board to help save it. We need to remove broadcasting licenses of mainstream media networks that lie and bash conservatives. That’s deliberate political interference. It’s time we enforce the law. No more hate speech or hate crimes against any community especially the Jews. Deport these ppl back to Gaza if they are here on visas or revoke their citizenship and send them packing. We need ICE in Canada like they have in America. It’s long over due. If we get a hold of our borders and we stop the drugs we would have a new trade deal with Trump tomorrow. Carney doesn’t want that because it’s all he has to fear monger ppl oh bad Trump me Tarzan me good bad orange man. Haven’t you had enough now Canada? Wake up before it’s too late for anyone to save this country.
Identity Attack0.3802808
Insult0.16766082
Profanity0.035900343
Threat0.011586283
Severe Toxicity0.012833111
Moderate 0.32074678 Constructive 0.679 Unverified_Claim
Sep 10, 2025 Why Canadians Are Turning Against …
More BS from a supposedly neutral balanced media outlet. At least when the CBC have a panel they have one from each party. Here are the facts. The Honourable Lena Metlege Diab is the current …
More BS from a supposedly neutral balanced media outlet. At least when the CBC have a panel they have one from each party. Here are the facts. The Honourable Lena Metlege Diab is the current Minister of Immigration, Refugees and Citizenship. She was appointed to the role in May 2025 by Prime Minister Mark Carney following the April 2025 federal election. Her current activity is defined by a shift toward more restrictive and "talent-focused" policies. Here is the technical breakdown of her recent initiatives: 1. 2026 Express Entry Overhaul On February 18, 2026, Diab announced significant adjustments to the Express Entry system. The primary objective is to transition from broad intake to "sustainable levels" while addressing specific labor gaps. * New Categories: Streams were added for researchers, senior managers, transport occupations (pilots/mechanics), and foreign military personnel recruited by the Canadian Armed Forces. * Medical Priority: A specific category was introduced for foreign medical doctors already possessing Canadian work experience. * Tightened Requirements: She doubled the category-specific work experience requirement from 6 months to 12 months. This move is designed to narrow the candidate pool and prioritize those with deeper integration into the Canadian labor market. 2. Legislative Reform (Bill C-12) Diab is currently championing a major immigration and border security bill (C-12), which is moving through its third reading in the Senate as of February 26, 2026. * Executive Power: The bill grants the Governor in Council (acting on cabinet advice) broad authority to vary, cancel, or suspend immigration documents and applications in the "public interest." * Asylum Restrictions: Diab has been vocal about curbing what she terms "fraudulent" claims. The legislation proposes making anyone who has been in Canada for over a year ineligible to claim asylum, and it restricts claims from those entering via land borders outside official ports of entry. 3. Shift in Strategy The Minister’s rhetoric marks a pivot from previous Liberal administrations. Her current messaging focuses on "taking back control" of immigration levels. While she continues to promote the recruitment of "the best and brightest," she has explicitly stated the government's goal is to reduce the total annual number of both permanent and temporary residents. Summary Table | Focus Area | Recent Action | |---|---| | Express Entry | Increased experience threshold to 12 months; added military/researcher streams. | | Asylum Policy | Supporting Bill C-12 to restrict claims made after 1 year of residency. | | Staffing | Recently appointed Isaac MacDonald (former P.E.I. Liberal executive) as Director of Parliamentary Affairs.
Identity Attack0.008916483
Insult0.07365121
Profanity0.10054382
Threat0.007353018
Severe Toxicity0.00459671
Low Tox 0.15490346 Constructive 0.655 Unverified_Claim
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I don't even know if there is an office or representative in Ontario right now! I wish! Their policies (on paper) seem great, and geared more towards a 'Canada first'/'Canadians First' approach. They touch on a lot of topics and there seem to be a lot of things they want to change! But a government is still a government, they will be motivated by money regardless of any good intentions they may have. So if and when things change, WE NEED TO HOLD THEM ACCOUNTABLE! We as the citizens have the power to change things for the better! It's just unfortunate that I see so many people getting pushed down or ignored or hated because they are speaking their mind. Remember, Canada dosen't have laws like the US, our freedoms aren't as protected nor do we have the same freedoms they do (like owning and protecting your own property, or self defense!) We as people need to start being honest and expressing things instead of being terrified of the backlash (of which there will be in these times). The only way we can make progress is by deciding to get out of our comfort zones and standing for what is right! For the freedoms and protections we deserve! To make a future worth living for us and our children! It will not be easy, but when is change ever easy? I hope that one day I won't be terrified of the thought of bringing a life into this world and country. I hope I can be stable enough to be able to give my future children a decent life. But right now? I would never want to have children, things are too unstable and I don't want to bring a child into this country and force them to live a terrible life they never asked for! I desperately want to be able to keep hoping for a better future, a better country, and people who can enjoy their lives instead of constantly worrying and stressing about everything. I hope some can consider looking into the Libertarian party as well! They may be small right now, but they seem to be wanting to right the wrongs that have occured.
Identity Attack0.011247349
Insult0.022448512
Profanity0.015932998
Threat0.00704232
Severe Toxicity0.0015640259
Low Tox 0.045378547 Constructive 0.875 Call_To_Action
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
I am supportive of immigration, but I believe there should be a cap of no more than 1-2.5% annually. A significant number of migrants moving to Canada from the same region or country could cause …
I am supportive of immigration, but I believe there should be a cap of no more than 1-2.5% annually. A significant number of migrants moving to Canada from the same region or country could cause issues, as this can lead to the formation of "mini-bubble" societies within Canada. These groups may sometimes become the dominant demographic and undermine the existing communities that have contributed to building Canada for decades. We cannot expect new immigrants to seamlessly merge into Canadian society. This is a major oversight by Canada’s Immigration Department. Digital applications from foreign nations may play a role in this phenomenon. There should also be regulations concerning how many new immigrants can be brought in by family members. For instance, one new citizen can legally bring both of their parents and their spouse, which is fair. However, there have been cases where this process is repeated multiple times within ten years, leading to a 1:15 ratio, where one person can bring in six to eight relatives. If there is a labor shortage in essential fields, Canada can offer long-term residency to those who continue to work in those sectors, such as caretakers. However, the pathway to citizenship could be lengthened or require a higher standard. For instance, the requirements could extend from X years of living in Canada to X+5 years, as well as passing a basic Canadian citizenship test, either written or verbal. While an increase of five years may seem unfair or lengthy, it is essential. A newborn child from a Canadian family requires 18 years to gain voting rights in elections, whereas new immigrants—especially those who come for study for four to six years—can potentially gain both citizenship and voting rights sooner if they meet the previous administration's standard. Children under the age of 18 can gain citizenship in as little as X-4 years, regardless of their full integration into Canadian society. This loophole is sometimes abused and provides preferential treatment that favors this process over existing Canadian. In my opinion, it would be fairer to calculate the duration of "living in Canada" based on the number of years they have paid "income taxes" in Canada. This is important because many individuals with multiple passports pay taxes elsewhere while benefiting from Canadian healthcare and other services. The investment in home buying as a pathway to citizenship has contributed to the housing crisis, resulting in numerous empty homes in various regions. While it may offer short-term economic benefits that some politicians favor, it is detrimental to Canada as a whole. If buying a house is the only requirement for citizenship, wouldn't a large portion of the global population be eligible for U.S. citizenship just by investing in U.S. businesses or stocks? This perspective may seem illogical when looking at it from outside the box. Apologies for being a bit wordy; I had much more to say. Nonetheless, I also support temporary residency for up to 6-9 months for those who have been evacuated due to war, natural disasters, or similar circumstances. Special exceptions can be granted for families with members working in critical fields that merit such considerations (high-end industry).
Identity Attack0.000069526875
Insult0.00010191088
Profanity0.000024604129
Threat0.0000227671
Severe Toxicity0.000003976266
Low Tox 0.00024560353 Policy_Critique
Apr 15, 2025 11 likes

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.