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Canadian Immigration Dashboard [ CID ]
Civility Analysis

Discourse Quality

Toxicity and constructive discourse scores from Google's Perspective API (via Communalytic).

Comments Scored
55,769
Embeddings
55,418
Avg Toxicity
0.2446
Avg Constructive
0.4192
Highly Toxic (>0.5)
7,830
14.0% of scored

Toxicity Breakdown by Video (Top 10)

Average toxicity scores across comments on each video — bars show how commenters' language scores on each toxicity dimension.

Constructive vs Toxic

Each point is a comment. X-axis = toxicity, Y-axis = average constructive score (affinity, compassion, curiosity, nuance, personal story, reasoning, respect).

27,099
Constructive & Civil
2,759
Passionate but Toxic
19,440
Neutral / Low Signal
4,931
Purely Toxic

Based on 54,229 comments with both toxicity and constructive scores.

Toxicity & Constructiveness Over Time

Monthly average toxicity vs constructive scores — track how discourse quality shifts around key events.

Discourse Quality Score by Video (Top 10)

Composite score = avg constructive - avg toxicity, computed from comment-level Perspective API scores. Green bars = net constructive discourse; red bars = net toxic discourse.

Discourse Quality Score by Channel (Top 10)

Same composite score aggregated by channel — based on comment toxicity/constructiveness scores, not the channel's own content. Which channels' comment sections foster constructive vs toxic discussion?

{# 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
30,738 comments · Page 130 of 1230
Canada is so screwed 😭 I would like to visit Canada some day but the "kangz" and "saars" are turning Canada into their home countries
Canada is so screwed 😭 I would like to visit Canada some day but the "kangz" and "saars" are turning Canada into their home countries
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5208188
Profanity0.40670946
Threat0.010084574
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.46 Identity Attack Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
GET RID OF DIAB BLINKEY SEND HER PACKING CLEARLY INCOMPETENT
GET RID OF DIAB BLINKEY SEND HER PACKING CLEARLY INCOMPETENT
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.044612918
Insult0.56997263
Profanity0.23857519
Threat0.17016006
Severe Toxicity0.06225512
Moderate 0.5885171 Low Con 0.084 Insult Call_To_Action
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
These are like Fake Jews in New York and very sneaky
These are like Fake Jews in New York and very sneaky
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.48484445
Profanity0.34536663
Threat0.038220957
Severe Toxicity0.16960317
Moderate 0.5885171 Low Con 0.174 Identity Attack Unverified_Claim
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
So many racist comments from non native white Canadian 🐖 who are acting like they are inuits the original natives of the land!! Furthermore being British born and watching from England I can tell you …
So many racist comments from non native white Canadian 🐖 who are acting like they are inuits the original natives of the land!! Furthermore being British born and watching from England I can tell you one Damm thing, not one of these Indians are on governments benefits, they are working their socks off unlike others from a certain religion such as the recent Minnesota problem. Furthermore how many own a house there as compared to what you people call a Canadian white person, it will be interesting to know the facts. And no the heavens didn’t open up on them with gold coins raining on their heads 😂. Here in London you get the same occasional problem where non educated white people start to moan and can’t tell the difference between an Indian person or Pakistani, by the way Indians own the most homes in London have a think why!! They actually go out and work and want to achieve something In life!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.54471385
Profanity0.39409557
Threat0.013528148
Severe Toxicity0.16960317
Moderate 0.5885171 Constructive 0.635 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Poopjit indian are worse
Poopjit indian are worse
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.5678696
Profanity0.39409557
Threat0.06432246
Severe Toxicity0.34977677
Moderate 0.5885171 Low Con 0.196 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are idols worshipers ind they bring their idols to Canada and the blessings of Canada land is corrupted by their idols Chadians are too fools to figure out this most East Indians no soluson …
Indians are idols worshipers ind they bring their idols to Canada and the blessings of Canada land is corrupted by their idols Chadians are too fools to figure out this most East Indians no soluson look at them in their eyes 👀 they only after money and too greedy people go look at the history most world countries kicked them out from their country weak up Canada 🇨🇦 it’s almost to late know I will feel it soon already 😮
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.6099415
Profanity0.18663849
Threat0.0347677
Severe Toxicity0.052044146
Moderate 0.5885171 Low Con 0.298 Identity Attack Insult Unverified_Claim
Aug 28, 2025 Why Canadians Are Turning Against …
A lot of indians where i live, 2nd highest population of indians outside of inda right behind Vancouver. They used my truck bed as a dumpster, i thought it was local kids because the trash …
A lot of indians where i live, 2nd highest population of indians outside of inda right behind Vancouver. They used my truck bed as a dumpster, i thought it was local kids because the trash was pizza boxs, ice cream wrappers ect. I went out to work at 4:30 and it was a grown ass man walking out oh his house and dumping shit in my truck. I started asking what the hell was he was doing, he started threatning me i told him ill call the cops. Next morning i go out to my truck and almost got run over by a "mysterious" driver. Theyre disgusting people. I saw a giant black blob on the ground, shined a flashlight on it and it was thousands of roaches. They dont pay taxes because they donate their entire check to the temple and the temple cuts them the full check back. Its a huge scam
Inside Canada's Indian Invasion... · 276: Cluster #275
Close reading → Discourse → Video sentiment →
Identity Attack0.4774257
Insult0.5130944
Profanity0.596623
Threat0.13532294
Severe Toxicity0.20984669
Moderate 0.5885171 Constructive 0.594 Insult Personal_Narrative
Mar 3, 2026 Inside Canada's Indian Invasion...
All of these fake colleges that Canada is letting Indians and other immigrants in are absolutely ridiculous. A ridiculous amount of uneducated immigrants from a several countries are coming in as fake students and fake …
All of these fake colleges that Canada is letting Indians and other immigrants in are absolutely ridiculous. A ridiculous amount of uneducated immigrants from a several countries are coming in as fake students and fake asylum claims and Canadians have to suffer as a consequence. These people also take loans and cash out on credit, take cash and run back to their country. The rest of Canadians are left holding the bill. F this libtard government we live in.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.58196646
Profanity0.2761231
Threat0.01101667
Severe Toxicity0.02449106
Moderate 0.5885171 Moderate Con 0.408 Insult
Sep 30, 2025 IRCC Names India in Study …
Its taking over everywhere now. The small northern cities too. Traffic is fucked and every store is managed by an Indian now. Even when I worked in gov the last 8 jobs were to foreign …
Its taking over everywhere now. The small northern cities too. Traffic is fucked and every store is managed by an Indian now. Even when I worked in gov the last 8 jobs were to foreign born.... No wonder everyone's leaving to go to the US
Inside Canada's Indian Invasion... · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.5039629
Insult0.40243408
Profanity0.5711371
Threat0.012130005
Severe Toxicity0.16960317
Moderate 0.5885171 Constructive 0.59 Identity Attack Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
So bad. Middle East street shitters are literally taking over. Scary to see what the US and Canada will look like 10 years from now.
So bad. Middle East street shitters are literally taking over. Scary to see what the US and Canada will look like 10 years from now.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2846865
Insult0.5130944
Profanity0.5381406
Threat0.011767523
Severe Toxicity0.05473421
Moderate 0.5885171 Low Con 0.172 Insult Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
These Punjabis don't ever know to use their resources carefully here they are draining ground water , spraying pesticides in bulk for their profit sakes . THEY ARE SO PROUD TO BE PUNJABI BUT IDIOTS …
These Punjabis don't ever know to use their resources carefully here they are draining ground water , spraying pesticides in bulk for their profit sakes . THEY ARE SO PROUD TO BE PUNJABI BUT IDIOTS FROGOT THAT CANCER TRAIN RUNS FROM PUNJAB BECAUSE OF THEIR PESTICIDES
Inside Canada's Indian Invasion... · 16: Cluster #15
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.6109131
Profanity0.4098025
Threat0.1733226
Severe Toxicity0.35368225
Moderate 0.5885171 Moderate Con 0.312 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
The most dirty people in the world
The most dirty people in the world
Inside Canada's Indian Invasion... · 322: Cluster #321
Close reading → Discourse → Video sentiment →
Identity Attack0.27914262
Insult0.5739874
Profanity0.32120174
Threat0.010395273
Severe Toxicity0.023364257
Moderate 0.5885171 Low Con 0.212 Insult Unverified_Claim
Feb 13, 2026 1 likes Inside Canada's Indian Invasion...
RASCIST no more this word is way over used. Im 69 and the stupid RASCIST card means absolutely nothing. And no i don't hate no humans, but enough is enough
RASCIST no more this word is way over used. Im 69 and the stupid RASCIST card means absolutely nothing. And no i don't hate no humans, but enough is enough
Why Canadians Are Turning Against Immigrants. · 7: Cluster #6
Close reading → Video sentiment →
Identity Attack0.30103904
Insult0.5130944
Profanity0.40558428
Threat0.02181799
Severe Toxicity0.0394905
Moderate 0.5885171 Moderate Con 0.421 Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Damm I had to google what dude was talking about on Africa he was not wrong at all lol wtf
Damm I had to google what dude was talking about on Africa he was not wrong at all lol wtf
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.21668483
Insult0.30797598
Profanity0.58072567
Threat0.011249693
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.38 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
8:26 🙄we cant afford babies if we are forced to pay for their brady bunch THATS OUR MONEY THATS OUR TAXES PAYING INVADERS TO GER PREGNANT FOR A LIVING 🤔 WE PAID FOR RGEM TO …
8:26 🙄we cant afford babies if we are forced to pay for their brady bunch THATS OUR MONEY THATS OUR TAXES PAYING INVADERS TO GER PREGNANT FOR A LIVING 🤔 WE PAID FOR RGEM TO BACKSTAB US 🧐 ASIAN 10:33 ONLY PAY ASIANS TO PUSH US OUT OF MY HOOD AND NY COUNTRY😢😢😢
Why Canadians Are Turning Against Immigrants. · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.37960073
Profanity0.2564132
Threat0.34804323
Severe Toxicity0.2847981
Moderate 0.5885171 Low Con 0.29 Identity Attack Economic_Argument
Aug 27, 2025 Why Canadians Are Turning Against …
It's time to get rid of these clowns. They use every thing but don't contribute any thing.
It's time to get rid of these clowns. They use every thing but don't contribute any thing.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.018269362
Insult0.6336687
Profanity0.11911256
Threat0.2836219
Severe Toxicity0.021031776
Moderate 0.5885171 Low Con 0.211 Insult Policy_Critique
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
The white guy literally said there’s only poor white trash left there. Pretty sad when a white Man says that. 🤦‍♀️
The white guy literally said there’s only poor white trash left there. Pretty sad when a white Man says that. 🤦‍♀️
Inside Canada's Indian Invasion... · 397: Cluster #396
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5130944
Profanity0.2801717
Threat0.011094344
Severe Toxicity0.044870634
Moderate 0.5885171 Low Con 0.264 Identity Attack Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
20 YEARS AGO I WENT TO CARIBANA FROM NYC MET A GIRL IN TORONTO AND WENT TO BRAMPTON SO PEACEFUL AND NICE ! WHAT THE FUCK HAPPEN ?
20 YEARS AGO I WENT TO CARIBANA FROM NYC MET A GIRL IN TORONTO AND WENT TO BRAMPTON SO PEACEFUL AND NICE ! WHAT THE FUCK HAPPEN ?
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.026810925
Insult0.191015
Profanity0.67055607
Threat0.009747985
Severe Toxicity0.104393706
Moderate 0.5885171 Moderate Con 0.441 Fear_Threat
Oct 17, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Canadian I've been saying this for the last 5 years and was called racist. Well I'm going to be the biggest best racist i can. Get your backwards religion and culture out of …
As a Canadian I've been saying this for the last 5 years and was called racist. Well I'm going to be the biggest best racist i can. Get your backwards religion and culture out of my country, your disgusting religion and culture is not welcome here. You will not be tolerated by the people. The government may welcome you, the people will not. You'll have to cull the white population in Canada to silence this movement against Muslim immigrants. Worthless people with no humanity, not even for each other, they only care about their religion and nothing else. Calling them human I think at this point is a stretch. My cat has more emotional maturity and regulation then Muslims. Absolutely vile "people".
Why Canadians Are Turning Against Immigrants. · 20: Cluster #19
Close reading → Video sentiment →
Identity Attack0.58743036
Insult0.5678696
Profanity0.19524631
Threat0.10389658
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.431 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
dont lie..NOBODY is being deported from Canada...immigrants are tho turning around and going home on their own saying that place is a shithole , completely unaffordable
dont lie..NOBODY is being deported from Canada...immigrants are tho turning around and going home on their own saying that place is a shithole , completely unaffordable
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.3819294
Insult0.5130944
Profanity0.5249258
Threat0.009437286
Severe Toxicity0.038593806
Moderate 0.5885171 Moderate Con 0.382 Insult
Dec 30, 2025 2 likes Deportations From Canada at Their …
Thats liberal government for you always screwing canadians . they bring scam artists into this country and they dont give a crap us canadians. they have no respect for our country ,our people or way …
Thats liberal government for you always screwing canadians . they bring scam artists into this country and they dont give a crap us canadians. they have no respect for our country ,our people or way life . where are these scam artists liberals need to find them and deport them now . I am so very angry with this government for what they have done to country of ours .the biggest problem is that has been going since the 70s . there are more violent crime in since the liberals brought these east indians here . the catch and release program with them is not working they get bail leave jail head right to an international and leave the country with no punishment what so ever . more than likely returning under a different name .
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.5739874
Profanity0.4044591
Threat0.045895394
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.443 Insult
Oct 13, 2025 IRCC Names India in Study …
Dude on the bike was too fucking funny!
Dude on the bike was too fucking funny!
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.022791367
Insult0.24767025
Profanity0.73341435
Threat0.011068452
Severe Toxicity0.044870634
Moderate 0.5885171 Moderate Con 0.336 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
For decade these liberals has with their wokist idiots ideology have destroyed our army. They have gave to Ukraine most of our equipment and $24 billions of dollars of taxes money. Without any referendum or …
For decade these liberals has with their wokist idiots ideology have destroyed our army. They have gave to Ukraine most of our equipment and $24 billions of dollars of taxes money. Without any referendum or accountability or traceability. Zenlesky is under scrutiny for fraud bot still because Russia took over Brookfield nuclear power, they are loosing money so Carney doesn't want to lose his investments. This con carneychio sneaky snake grifter is using our taxes money for his own personal gain with profits to Brookfield. This needs to stop. Ethics commissioner ain't serving Canadian.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.21075934
Insult0.6336687
Profanity0.29209393
Threat0.019918699
Severe Toxicity0.023974609
Moderate 0.5885171 Moderate Con 0.39 Insult Unverified_Claim
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Why are you platforming a bunch of ignorance and hatred and not even fact checking the ridiculous things they say? Doesn't smell good.
Why are you platforming a bunch of ignorance and hatred and not even fact checking the ridiculous things they say? Doesn't smell good.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.013144426
Insult0.6308392
Profanity0.1589207
Threat0.008129764
Severe Toxicity0.014640691
Moderate 0.5885171 Low Con 0.194 Insult
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
Oh God, how funny that was with the Indian music and the guy talking about poop eating😂😂😂
Oh God, how funny that was with the Indian music and the guy talking about poop eating😂😂😂
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.32476485
Insult0.3388922
Profanity0.44249827
Threat0.027688526
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.324 Humor_Satire
Feb 4, 2026 Inside Canada's Indian Invasion...
Data source: comment_perspective_scores (Google Perspective API via Communalytic) · Scores are probability values (0-1) indicating how likely a reader would perceive the interaction as toxic or constructive.