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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 41 of 1230
Yeah we're fucked
Yeah we're fucked
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.018168874
Insult0.27146968
Profanity0.8802007
Threat0.008738215
Severe Toxicity0.16960317
Toxic 0.78711975 Moderate Con 0.304 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
im born and raised in brampton it now a shit hole
im born and raised in brampton it now a shit hole
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.48569724
Profanity0.80158395
Threat0.012181788
Severe Toxicity0.16960317
Toxic 0.78711975 Moderate Con 0.302 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
They bring all that caste bullshit and sectarianism with them. Canada is a mess.
They bring all that caste bullshit and sectarianism with them. Canada is a mess.
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.50917345
Insult0.6308392
Profanity0.70864636
Threat0.012181788
Severe Toxicity0.2281948
Toxic 0.78711975 Low Con 0.245 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I’d rather be scammed by an Indian Call Center than play that bullshit advertised in the middle of this
I’d rather be scammed by an Indian Call Center than play that bullshit advertised in the middle of this
Inside Canada's Indian Invasion... · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.3895355
Insult0.48569724
Profanity0.764141
Threat0.100830056
Severe Toxicity0.23125283
Toxic 0.78711975 Low Con 0.249 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
They’ve turned our country into a shithole! They all need together the fk out!
They’ve turned our country into a shithole! They all need together the fk out!
Inside Canada's Indian Metropolis (Brampton) · 137: Cluster #136
Close reading → Video sentiment →
Identity Attack0.2854555
Insult0.5935568
Profanity0.764141
Threat0.051067904
Severe Toxicity0.349738
Toxic 0.78711975 Low Con 0.234 Insult
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Jesus Christ and God almighty is the ONLY god, your monkey God is a fake God, he isn't real, he is a gross fake
Jesus Christ and God almighty is the ONLY god, your monkey God is a fake God, he isn't real, he is a gross fake
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.69164425
Profanity0.44431314
Threat0.018192071
Severe Toxicity0.35368225
Toxic 0.78711975 Low Con 0.174 Identity Attack Insult Advertisement_Spam
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
12:39 😅 journalism? This guy is retarded! 😂
12:39 😅 journalism? This guy is retarded! 😂
Inside Canada's Indian Invasion... · 61: Cluster #60
Close reading → Discourse → Video sentiment →
Identity Attack0.32184324
Insult0.6798578
Profanity0.42709363
Threat0.017156094
Severe Toxicity0.23223771
Toxic 0.78711975 Low Con 0.208 Insult Meta_Commentary
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
That guy is based as fuck! Bring him back to USA and let him run Minnesota 😂😂
That guy is based as fuck! Bring him back to USA and let him run Minnesota 😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.14233272
Insult0.5239335
Profanity0.70864636
Threat0.050098058
Severe Toxicity0.33047765
Toxic 0.78711975 Low Con 0.289 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Holy shit you were in cornwall lmao
Holy shit you were in cornwall lmao
Inside Canada's Indian Invasion... · 108: Cluster #107
Close reading → Discourse → Video sentiment →
Identity Attack0.0543092
Insult0.37960073
Profanity0.8089582
Threat0.009256045
Severe Toxicity0.23224458
Toxic 0.78711975 Low Con 0.251 Meta_Commentary
Feb 27, 2026 Inside Canada's Indian Invasion...
People are dying in car accident and getting stabbed walking home from work and Canadians response is "hahaha yeah it sucks eh" fucking embarrassing
People are dying in car accident and getting stabbed walking home from work and Canadians response is "hahaha yeah it sucks eh" fucking embarrassing
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.35299334
Insult0.5130944
Profanity0.7785769
Threat0.13815513
Severe Toxicity0.34997055
Toxic 0.78711975 Moderate Con 0.351 Insult Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
The sensor can see the knives😅, yeah, the sensors can see the cell phone.These guys aren't supposed to have with them either , right.🙄😮‍💨!!!! This shit, Two hundred dollars for that b******* , room!!!! The …
The sensor can see the knives😅, yeah, the sensors can see the cell phone.These guys aren't supposed to have with them either , right.🙄😮‍💨!!!! This shit, Two hundred dollars for that b******* , room!!!! The back and forth to see this is how dudes wind up , either completely trafficked or just cut up and sold for organs!!!!! Hes freaking out. He's obliviously in the nice safe house I've ever f****** seen.That's better than a lot of american children's foster homes!!!!😮 i'm starting to think all of this is f****** fake. But the real answer is very sad. As to why the government is allowing all this s*** to happen under their nose. This is APART OF THE, NEW WORLD ORDERS, BIG PLAN THATS BEEN GOING ON. TO DESTABILIZE THE WEST , SOOO LATER, THEY CAN CLAIM THAT DEMOCRACY IN CAPITALISM WAS A COMPLETE FAILURE.!!!!! WHEN THE TRUTH IS , IT WAS THE ONE PERCENTAGE THAT CACOMPLEY DESIGNED THE FAILURES. 😢
Inside Canada's Indian Invasion... · 79: Cluster #78
Close reading → Discourse → Video sentiment →
Identity Attack0.22935481
Insult0.5270482
Profanity0.67055607
Threat0.34804323
Severe Toxicity0.45895407
Toxic 0.78711975 Constructive 0.505 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Surrey, BC, has the biggest indian population outside of India in the entire world. 4 million Indian people, fuckin gross.
Surrey, BC, has the biggest indian population outside of India in the entire world. 4 million Indian people, fuckin gross.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.5678696
Profanity0.764141
Threat0.01508414
Severe Toxicity0.34981552
Toxic 0.78711975 Moderate Con 0.307 Identity Attack Insult
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
VASSY IS A DUMB LIBERAL
VASSY IS A DUMB LIBERAL
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.78565484
Profanity0.43272525
Threat0.009851551
Severe Toxicity0.13863131
Toxic 0.78711975 Low Con 0.158 Insult Meta_Commentary
Feb 24, 2026 1 likes 'We do know that there's …
66 yo & retired. Is this what i worked all my life for. I am fukin done. Assimilate or fukin go back
66 yo & retired. Is this what i worked all my life for. I am fukin done. Assimilate or fukin go back
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.48627716
Profanity0.8255558
Threat0.035803676
Severe Toxicity0.3498543
Toxic 0.78711975 Moderate Con 0.362
Aug 29, 2025 Why Canadians Are Turning Against …
We don’t want them here our country is fucked enough already!
We don’t want them here our country is fucked enough already!
Inside Canada's Indian Invasion... · 43: Cluster #42
Close reading → Discourse → Video sentiment →
Identity Attack0.47178617
Insult0.48399165
Profanity0.7246992
Threat0.020264024
Severe Toxicity0.30192792
Toxic 0.78711975 Low Con 0.213 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Tipical lib bs. Refugees need to stop Illegal need to stop They are letting to many in on taxpayers dime. Making more money than seniors an the disabled. Canadians And no secu check because your …
Tipical lib bs. Refugees need to stop Illegal need to stop They are letting to many in on taxpayers dime. Making more money than seniors an the disabled. Canadians And no secu check because your short staff. Ffs. This is why Canada is becoming a shit hole. You don’t let the fox in hen house then ask questions. Stupid libs.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.42615733
Insult0.7775208
Profanity0.44249827
Threat0.008815889
Severe Toxicity0.11492836
Toxic 0.78711975 Low Con 0.254 Insult
Nov 21, 2025 2 likes Thousands of refugees allowed into …
Look at that big blue bitch statue. Wow.
Look at that big blue bitch statue. Wow.
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.13805299
Insult0.57787937
Profanity0.7673477
Threat0.011223801
Severe Toxicity0.16960317
Toxic 0.78711975 Low Con 0.244 Insult Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Why hate for indians? Why not for black guys who mostly commit petty theft, uses knife and gun and no we dont eat poo you guys are mad crazy about our food fools please stop …
Why hate for indians? Why not for black guys who mostly commit petty theft, uses knife and gun and no we dont eat poo you guys are mad crazy about our food fools please stop doing this shit if we dont come to your country you guys are done look how many universities and colleges are being closed you guys are so stupid you wanna become us use our stuff but hate indians you guys need to learn the history or did guys skip the class go and search how many indian ceo's are out there of many big companies
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6227552
Insult0.69164425
Profanity0.55356324
Threat0.34804323
Severe Toxicity0.45895407
Toxic 0.78711975 Moderate Con 0.354 Identity Attack Insult Moral_Argument
Mar 3, 2026 Inside Canada's Indian Invasion...
Karma is a bitch
Karma is a bitch
Inside Canada's Indian Metropolis (Brampton) · 248: Cluster #247
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.5739874
Profanity0.8117245
Threat0.011482717
Severe Toxicity0.16960317
Toxic 0.78711975 Low Con 0.277 Insult Humor_Satire
Oct 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They should deport them all ... I been lotta times there ..they f_ck it up .... really ao dirty and smelly
They should deport them all ... I been lotta times there ..they f_ck it up .... really ao dirty and smelly
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.27991617
Insult0.6149945
Profanity0.64460015
Threat0.13815513
Severe Toxicity0.3529199
Toxic 0.78711975 Moderate Con 0.37 Insult Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
The most selfish, ignorant, loud, disrespectful people ever! Never stop using their phones, never keep their voices down, only hire their own, destroy most businesses they "run" - literally every store never has a "hello …
The most selfish, ignorant, loud, disrespectful people ever! Never stop using their phones, never keep their voices down, only hire their own, destroy most businesses they "run" - literally every store never has a "hello how are you" just nothing. It's getting real fucking annoying
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.67254376
Profanity0.6643082
Threat0.042662576
Severe Toxicity0.26195827
Toxic 0.78711975 Moderate Con 0.433 Insult
Jan 27, 2026 420 likes Inside Canada's Indian Invasion...
THERE ARE SO MANY RACISTS IN THE COMMENTS GOD DAMN
THERE ARE SO MANY RACISTS IN THE COMMENTS GOD DAMN
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3043136
Insult0.47384647
Profanity0.70864636
Threat0.013269233
Severe Toxicity0.34997055
Toxic 0.78711975 Low Con 0.167 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
come to beverly/danvers massachusetts, shit is overrun by hispanics its almost insane
come to beverly/danvers massachusetts, shit is overrun by hispanics its almost insane
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.53014356
Profanity0.70864636
Threat0.031314444
Severe Toxicity0.3492342
Toxic 0.78711975 Low Con 0.256 Identity Attack Insult Fear_Threat
Feb 5, 2026 Inside Canada's Indian Invasion...
deport these disgusting pajeets back to their shithole india
deport these disgusting pajeets back to their shithole india
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6990888
Insult0.7090544
Profanity0.6750904
Threat0.34804323
Severe Toxicity0.52891463
Toxic 0.78711975 Low Con 0.077 Identity Attack Insult Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Mark carney had the ability to change the laws and make them stronger. But he won’t. Elbows up idiots
Mark carney had the ability to change the laws and make them stronger. But he won’t. Elbows up idiots
Canadian immigration officers investigating hundreds identified by extortion … · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.03249594
Insult0.8032227
Profanity0.39409557
Threat0.011741633
Severe Toxicity0.023076924
Toxic 0.78711975 Low Con 0.15 Insult Policy_Critique
Feb 18, 2026 21 likes Canadian immigration officers investigating hundreds …
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.