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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 216 of 1230
4:14 we don't have the poo eating ones😂
4:14 we don't have the poo eating ones😂
Inside Canada's Indian Invasion... · 63: Cluster #62
Close reading → Discourse → Video sentiment →
Identity Attack0.040745795
Insult0.21368977
Profanity0.35346076
Threat0.023544617
Severe Toxicity0.023505108
Moderate 0.47119883 Moderate Con 0.32 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
They are hell bent at destroying this country….the citizens voted for this corrupt system
They are hell bent at destroying this country….the citizens voted for this corrupt system
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.09080041
Insult0.40243408
Profanity0.33376193
Threat0.054624002
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.169
Nov 25, 2025 2 likes Thousands of refugees allowed into …
I am sick of the Liberals - the lies, the corruption, the laziness, the abuse - they have destroyed this Country. I am embarrased as a Canadian that "this" is the current state of our …
I am sick of the Liberals - the lies, the corruption, the laziness, the abuse - they have destroyed this Country. I am embarrased as a Canadian that "this" is the current state of our country. Ppl who were born in the country, grew up, fought for this country are fast becoming the minority and we are expected to sit back, shut up and take it. I think NOT!
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.5129801
Profanity0.0715894
Threat0.01750142
Severe Toxicity0.017481172
Moderate 0.47119883 Constructive 0.551 Insult Fear_Threat
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Oh I'll say it....SEND THEM HOME!!!! They have ZERO interest in integrating into our society and into Canada. They want to take Canada over and make another India with their own religion and beliefs. They …
Oh I'll say it....SEND THEM HOME!!!! They have ZERO interest in integrating into our society and into Canada. They want to take Canada over and make another India with their own religion and beliefs. They don't respect our rules, they commit crimes, they litter and use our beaches as their bathrooms. They dump in our green spaces, abuse our food banks, take all our jobs, housing and healthcare. They set up scam companies to give truck licences to East Indians and then send them down the road to kill our citizens. Omg I could go on and on. They look down on us in OUR COUNTRY!!!! Absolutely ridiculous. We need to protest like the UK is protesting or Carney will do NOTHING!!!!😡😡😡😡
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5051593
Insult0.4339631
Profanity0.13608865
Threat0.067232
Severe Toxicity0.040387187
Moderate 0.47119883 Constructive 0.558 Identity Attack Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The fecal matter chuckers know no bounds.
The fecal matter chuckers know no bounds.
Inside Canada's Indian Invasion... · 63: Cluster #62
Close reading → Discourse → Video sentiment →
Identity Attack0.099899694
Insult0.43450394
Profanity0.36230123
Threat0.010239923
Severe Toxicity0.02411546
Moderate 0.47119883 Low Con 0.13 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
😂😂 lmao wow the guy on the bike 😩lol . If he knew how many black people invented so many things we use.
😂😂 lmao wow the guy on the bike 😩lol . If he knew how many black people invented so many things we use.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.29855028
Profanity0.25824076
Threat0.017328756
Severe Toxicity0.027833538
Moderate 0.47119883 Moderate Con 0.313 Identity Attack Humor_Satire
Feb 13, 2026 1 likes Inside Canada's Indian Invasion...
If the whites are at food banks while the Indians have houses and jobs...perhaps have you considered that white people are just lazy and don't want to work? Imagine having white privilege in a settler …
If the whites are at food banks while the Indians have houses and jobs...perhaps have you considered that white people are just lazy and don't want to work? Imagine having white privilege in a settler colonial state and still complaining about immigrants while going to food banks.
Inside Canada's Indian Metropolis (Brampton) · 135: Cluster #134
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.41767508
Profanity0.14754629
Threat0.011042561
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.483 Identity Attack
Oct 17, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Un magnifique pays le Canada ! Je suis dégoûtée qu'il y est autant d'indiens !!!! 👎 3:57 pas un blanc dans ces commerces !!! Ahhhh c'est révoltant !!!!
Un magnifique pays le Canada ! Je suis dégoûtée qu'il y est autant d'indiens !!!! 👎 3:57 pas un blanc dans ces commerces !!! Ahhhh c'est révoltant !!!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.47787863
Profanity0.082581155
Threat0.008815889
Severe Toxicity0.349738
Moderate 0.47119883 Moderate Con 0.427 Identity Attack Identity_Assertion
Feb 18, 2026 1 likes Inside Canada's Indian Invasion...
Look at the disgusting comments from Pooplanding pos pjeets♂️ just proving why their ahh needs to be dragged back.
Look at the disgusting comments from Pooplanding pos pjeets♂️ just proving why their ahh needs to be dragged back.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.08252834
Insult0.5130944
Profanity0.22622968
Threat0.23696843
Severe Toxicity0.02439716
Moderate 0.47119883 Low Con 0.154 Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Man this channel gets more racism every video but I’m here for it
Man this channel gets more racism every video but I’m here for it
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.37292135
Insult0.23704576
Profanity0.18786818
Threat0.030278467
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.339 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is awful. This video is great but just touches the surface.
Canada is awful. This video is great but just touches the surface.
Inside Canada's Indian Invasion... · 96: Cluster #95
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.40698266
Profanity0.21673056
Threat0.0113014765
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.426
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
AFTER SUCCESSFULLY 🇮🇳 🕉 P💩💩PING OUTSIDE IN CANADA 🇨🇦 IT'S PART OF INDIAN CULTURE AND CANADA 🇨🇦 IS MULTICUTURAL 🇮🇳 🕉 NOW INDIAN 🇮🇳 🕉 ARE P💩💩PING OUTSIDE IN AUSTRALIA 🇦🇺 IS AUSTRALIA 🇦🇺 MULTICUTURAL???😂😂😂
AFTER SUCCESSFULLY 🇮🇳 🕉 P💩💩PING OUTSIDE IN CANADA 🇨🇦 IT'S PART OF INDIAN CULTURE AND CANADA 🇨🇦 IS MULTICUTURAL 🇮🇳 🕉 NOW INDIAN 🇮🇳 🕉 ARE P💩💩PING OUTSIDE IN AUSTRALIA 🇦🇺 IS AUSTRALIA 🇦🇺 MULTICUTURAL???😂😂😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.36798462
Profanity0.32658687
Threat0.04201601
Severe Toxicity0.23225145
Moderate 0.47119883 Low Con 0.255 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bro indians in india can legit buy the fat white guy as a foot rest. I dont think anyone would want to tho. Edit: not his fault tho. Just like how its not my fault …
Bro indians in india can legit buy the fat white guy as a foot rest. I dont think anyone would want to tho. Edit: not his fault tho. Just like how its not my fault for not being able to run as fast as Bolt, its not his fault for being DENSE(not in the physical sense of course, for he is NOT physically dense, for his mass/volume ratio is low-just like his iq)
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.4534306
Profanity0.2659699
Threat0.032005094
Severe Toxicity0.026936848
Moderate 0.47119883 Constructive 0.527 Humor_Satire
Feb 19, 2026 Inside Canada's Indian Invasion...
India has thousands of places. Only a literal handful are filthy. Which is still sad. But
India has thousands of places. Only a literal handful are filthy. Which is still sad. But
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.45348886
Insult0.47787863
Profanity0.2661081
Threat0.011741633
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.316 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Call ICE, CBSA is useless waste my tax money
Call ICE, CBSA is useless waste my tax money
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.030691283
Insult0.5130944
Profanity0.08840031
Threat0.009359611
Severe Toxicity0.010528564
Moderate 0.47119883 Low Con 0.292 Insult Policy_Critique
Feb 18, 2026 8 likes Canadian immigration officers investigating hundreds …
People should be pissed off, you guy shave way too many liberal politicians running the place there.
People should be pissed off, you guy shave way too many liberal politicians running the place there.
Inside Canada's Indian Metropolis (Brampton) · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.07177465
Insult0.43158367
Profanity0.36230123
Threat0.049128212
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.257
Sep 18, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
These whites are getting back what they deserve 😂😂
These whites are getting back what they deserve 😂😂
Inside Canada's Indian Invasion... · 30: Cluster #29
Close reading → Discourse → Video sentiment →
Identity Attack0.53446084
Insult0.2735258
Profanity0.22612886
Threat0.114629425
Severe Toxicity0.052044146
Moderate 0.47119883 Low Con 0.229 Identity Attack Identity_Assertion
Feb 7, 2026 3 likes Inside Canada's Indian Invasion...
Everytime I watch these videos I feel like I'm infilitrating a racist pro-trump cult :D
Everytime I watch these videos I feel like I'm infilitrating a racist pro-trump cult :D
Inside Canada's Indian Invasion... · 54: Cluster #53
Close reading → Discourse → Video sentiment →
Identity Attack0.39966375
Insult0.40243408
Profanity0.18049006
Threat0.014911477
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.328 Humor_Satire
Feb 7, 2026 Inside Canada's Indian Invasion...
India immigrants, stay in your own lane, your not wanted in Canada 🇨🇦
India immigrants, stay in your own lane, your not wanted in Canada 🇨🇦
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.3388922
Profanity0.05543986
Threat0.010731863
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.18 Identity Attack Identity_Assertion
Oct 9, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Get them out of Canada already like Jesus Christ it’s disgusting these woman should not be in power they are pushovers and people pleasers get someone in there who wants a better future for Canada
Get them out of Canada already like Jesus Christ it’s disgusting these woman should not be in power they are pushovers and people pleasers get someone in there who wants a better future for Canada
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.37953663
Insult0.49389273
Profanity0.11601777
Threat0.013372798
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.342
Oct 1, 2025 IRCC Names India in Study …
You guys are horrible you know the Liberals have destroyed our countries & CTV & CBC carry the liberals tanker full of BS for the Liberal party & we are feeling the pain. If you …
You guys are horrible you know the Liberals have destroyed our countries & CTV & CBC carry the liberals tanker full of BS for the Liberal party & we are feeling the pain. If you didn't scare & cas light the Canadian people we would have a deal with Trump & the US.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.16801116
Insult0.4986907
Profanity0.1654338
Threat0.020436687
Severe Toxicity0.02077355
Moderate 0.47119883 Moderate Con 0.308
Dec 28, 2025 1 likes Deportations From Canada at Their …
Indians in India are much better than what I am seeing here. Sorry, you people got the worst bunch out there. I guess it's the fault of the immigration system. How can they let those …
Indians in India are much better than what I am seeing here. Sorry, you people got the worst bunch out there. I guess it's the fault of the immigration system. How can they let those who can't even speak English get a visa? Is there no protocol? No process? No psychological test or background check? It shouldn't be this easy to get a visa! They are embarrasing India!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.50588524
Insult0.4339631
Profanity0.1654338
Threat0.013165667
Severe Toxicity0.023411209
Moderate 0.47119883 Constructive 0.503 Identity Attack
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Im not indian but That was a very silly comment "this is the homeless non of which are indians". 1. They have strong family values 2. They dont take drugs 3. The odds of them …
Im not indian but That was a very silly comment "this is the homeless non of which are indians". 1. They have strong family values 2. They dont take drugs 3. The odds of them being homeless is slim to none. Instead of bagging them, learn from them and get the pipes out your mouths
Inside Canada's Indian Metropolis (Brampton) · 135: Cluster #134
Close reading → Video sentiment →
Identity Attack0.3043136
Insult0.48228607
Profanity0.30866358
Threat0.06432246
Severe Toxicity0.023176458
Moderate 0.47119883 Moderate Con 0.488
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
We can not let this happen to America... they smell. SO. BAD.
We can not let this happen to America... they smell. SO. BAD.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.38176915
Insult0.46327567
Profanity0.10425757
Threat0.010628296
Severe Toxicity0.02116089
Moderate 0.47119883 Low Con 0.258 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Too many Indians too much dishonesty
Too many Indians too much dishonesty
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.40243408
Profanity0.15635987
Threat0.012699619
Severe Toxicity0.023645958
Moderate 0.47119883 Low Con 0.29 Identity Attack
Oct 1, 2025 2 likes IRCC Names India in Study …
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.