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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 55 of 1230
I am going to buy American and boycott Shawarmas now 🤣 Seriously, Toronto is a complete shithole
I am going to buy American and boycott Shawarmas now 🤣 Seriously, Toronto is a complete shithole
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.6051471
Profanity0.6983885
Threat0.032695748
Severe Toxicity0.20678867
Toxic 0.75208336 Moderate Con 0.323 Insult
Aug 28, 2025 2 likes Why Canadians Are Turning Against …
If you work in any, and I mean fucking any, industry, you'll deal with Indian immigrants complaining about Indian immigrants... And they all live in Brangladesh. It's actually fucking bewildering that this continues to happen. …
If you work in any, and I mean fucking any, industry, you'll deal with Indian immigrants complaining about Indian immigrants... And they all live in Brangladesh. It's actually fucking bewildering that this continues to happen. At this point I'm positive that Canada is a failed state
Inside Canada's Indian Metropolis (Brampton) · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.5270482
Profanity0.71218073
Threat0.018364733
Severe Toxicity0.35022295
Toxic 0.75208336 Moderate Con 0.458 Identity Attack Insult Unverified_Claim
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
I think The bike guy daughter was smash by a indian soo The white monkey acting like that first learn to wipe your a**😂
I think The bike guy daughter was smash by a indian soo The white monkey acting like that first learn to wipe your a**😂
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5707127
Insult0.62169385
Profanity0.541926
Threat0.34804323
Severe Toxicity0.35368225
Toxic 0.75208336 Low Con 0.228 Identity Attack Insult Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Blame the stupid Liberal Party. They opened immigration so that someday when they become citizens they will vote for the Liberal Party.
Blame the stupid Liberal Party. They opened immigration so that someday when they become citizens they will vote for the Liberal Party.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.36702603
Insult0.7497506
Profanity0.3424554
Threat0.01086132
Severe Toxicity0.023364257
Toxic 0.75208336 Low Con 0.208 Insult
Aug 27, 2025 Why Canadians Are Turning Against …
Canadian government is a joke, bunch of clowns 🤡 criminals
Canadian government is a joke, bunch of clowns 🤡 criminals
New rules, regulations take effect across Canada · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.45348886
Insult0.7762574
Profanity0.22429734
Threat0.010162249
Severe Toxicity0.040387187
Toxic 0.75208336 Low Con 0.142 Insult
Jan 4, 2026 New rules, regulations take effect …
Don't you dare notice any of this Canadians or you will be accused of 'ists and 'isms, now again shut the f*ck up or else!!
Don't you dare notice any of this Canadians or you will be accused of 'ists and 'isms, now again shut the f*ck up or else!!
Inside Canada's Indian Invasion... · 160: Cluster #159
Close reading → Discourse → Video sentiment →
Identity Attack0.39966375
Insult0.57566804
Profanity0.65961236
Threat0.13144556
Severe Toxicity0.29621798
Toxic 0.75208336 Low Con 0.22 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
India is the problem Garbage
India is the problem Garbage
IRCC Names India in Study Permit Fraud | … · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.7115778
Insult0.6308392
Profanity0.39207047
Threat0.029587816
Severe Toxicity0.35368225
Toxic 0.75208336 Low Con 0.181 Identity Attack Insult Identity_Assertion
Nov 12, 2025 IRCC Names India in Study …
Shit we got hella Indians in Salinas ca but they speak Spanish n own the liquor stores or 7/11 lol the Asians even speak Spanish
Shit we got hella Indians in Salinas ca but they speak Spanish n own the liquor stores or 7/11 lol the Asians even speak Spanish
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.47384647
Profanity0.6672561
Threat0.0287245
Severe Toxicity0.34977677
Toxic 0.75208336 Moderate Con 0.347 Identity Attack Identity_Assertion
Feb 9, 2026 Inside Canada's Indian Invasion...
Biggest shithole in the country. Made worst by the mass importation of filth
Biggest shithole in the country. Made worst by the mass importation of filth
Inside Canada's Indian Metropolis (Brampton) · 57: Cluster #56
Close reading → Video sentiment →
Identity Attack0.2308735
Insult0.5678696
Profanity0.66456485
Threat0.012596053
Severe Toxicity0.2322463
Toxic 0.75208336 Low Con 0.125 Insult
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
dude honestly I was nervous as fuck watching this video and the danger you put yourself in all for a story... you have balls my friend. stay safe.
dude honestly I was nervous as fuck watching this video and the danger you put yourself in all for a story... you have balls my friend. stay safe.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.04925346
Insult0.40243408
Profanity0.70864636
Threat0.044925548
Severe Toxicity0.2322463
Toxic 0.75208336 Constructive 0.568 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
This propaganda is shitier than mine
This propaganda is shitier than mine
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.058856625
Insult0.46476576
Profanity0.70864636
Threat0.009023022
Severe Toxicity0.16960317
Toxic 0.75208336 Low Con 0.223
Oct 28, 2017 38 likes How much do refugees and …
INDIA = POO...and they can't stand even their own poo..that's why they run from India to make new POO to others....I don't know how that goes..I didn't say it it's that caucasoid ......5:47 😂how we …
INDIA = POO...and they can't stand even their own poo..that's why they run from India to make new POO to others....I don't know how that goes..I didn't say it it's that caucasoid ......5:47 😂how we in Africa we have down syndrome according to this caucasoid....mmmmmm ..hh whatever...he said all Africa are just terrible people mmmmm
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6649212
Insult0.5935568
Profanity0.41194582
Threat0.05430072
Severe Toxicity0.45510182
Toxic 0.75208336 Moderate Con 0.325 Identity Attack Insult Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
Bike guy is mocking other ethnicities' intelligence, while not realizing the irony of saying generalized racist shit on camera..
Bike guy is mocking other ethnicities' intelligence, while not realizing the irony of saying generalized racist shit on camera..
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.38200524
Insult0.5739874
Profanity0.70864636
Threat0.013372798
Severe Toxicity0.16960317
Toxic 0.75208336 Low Con 0.208 Insult Moral_Argument
Feb 4, 2026 5 likes Inside Canada's Indian Invasion...
Why fix your country when you can just move to Canada and get free shit.
Why fix your country when you can just move to Canada and get free shit.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.31307843
Insult0.48627716
Profanity0.73341435
Threat0.008764107
Severe Toxicity0.16960317
Toxic 0.75208336 Low Con 0.199 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
DEPORT ?!!! WTF MAN SO DUMB
DEPORT ?!!! WTF MAN SO DUMB
Inside Canada's Indian Metropolis (Brampton) · 88: Cluster #87
Close reading → Discourse → Video sentiment →
Identity Attack0.09824528
Insult0.6677319
Profanity0.541926
Threat0.013424582
Severe Toxicity0.16960317
Toxic 0.75208336 Low Con 0.172 Insult Call_To_Action
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
that bike dude is a brainwashed pig
that bike dude is a brainwashed pig
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.15303208
Insult0.755201
Profanity0.39409557
Threat0.010887212
Severe Toxicity0.11756202
Toxic 0.7510937 Low Con 0.217 Insult Identity_Assertion
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
Man I love your shit but you HAVE to quit with the AI. If anything’s going to make me cancel my Patreon subscription and stop watching you it’s going to be the SLOP.
Man I love your shit but you HAVE to quit with the AI. If anything’s going to make me cancel my Patreon subscription and stop watching you it’s going to be the SLOP.
Inside Canada's Indian Invasion... · 346: Cluster #345
Close reading → Discourse → Video sentiment →
Identity Attack0.06294931
Insult0.46625584
Profanity0.77181685
Threat0.027170537
Severe Toxicity0.18232453
Toxic 0.7510937 Moderate Con 0.379 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
that's true indian r dirty people
that's true indian r dirty people
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.71720207
Insult0.65129566
Profanity0.37352943
Threat0.018882722
Severe Toxicity0.35368225
Toxic 0.7510937 Moderate Con 0.316 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
I had enough when they started shitting on our clean beaches and washing their dirty clothes n pissing in our fresh water lakes! Then I was like GET THE F OUTTA HERE!!
I had enough when they started shitting on our clean beaches and washing their dirty clothes n pissing in our fresh water lakes! Then I was like GET THE F OUTTA HERE!!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.11047905
Insult0.5130944
Profanity0.6643082
Threat0.032005094
Severe Toxicity0.34189755
Toxic 0.7510937 Moderate Con 0.371 Insult
Sep 11, 2025 Why Canadians Are Turning Against …
Ediot
Ediot
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.028628819
Insult0.7298119
Profanity0.46460027
Threat0.010447056
Severe Toxicity0.034110364
Toxic 0.7510937 Low Con 0.263 Insult
Feb 16, 2026 Inside Canada's Indian Invasion...
Your banner says you are an outlet to provide news without bias for fear, yet all you release are fear-mongering, race-baiting videos for idiots. Have you lost your way? I am blocking your channel because …
Your banner says you are an outlet to provide news without bias for fear, yet all you release are fear-mongering, race-baiting videos for idiots. Have you lost your way? I am blocking your channel because I do not want to feed the algorithm and promote your sleezy hate videos. You find the whitest, shittiest people you can find and let them spread their garbage. Channels like yours need to be stomped out.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.50515765
Insult0.65865606
Profanity0.541926
Threat0.34552678
Severe Toxicity0.3525603
Toxic 0.7510937 Moderate Con 0.321 Identity Attack Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
No child tax credit or healthcare until they become Canadian citizens and no fucking backpay for the fucking 10 kids they brought from that probably aren’t even their kids
No child tax credit or healthcare until they become Canadian citizens and no fucking backpay for the fucking 10 kids they brought from that probably aren’t even their kids
Why Canadians Are Turning Against Immigrants. · 21: Cluster #20
Close reading → Video sentiment →
Identity Attack0.30256465
Insult0.5130944
Profanity0.7785769
Threat0.018364733
Severe Toxicity0.34966052
Toxic 0.7510937 Low Con 0.244 Insult
Oct 1, 2025 Why Canadians Are Turning Against …
Respectfully as an Indian, even i am tired of the Indians . Just stay at your own damn places!!
Respectfully as an Indian, even i am tired of the Indians . Just stay at your own damn places!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5678696
Profanity0.64657205
Threat0.04880493
Severe Toxicity0.29621798
Toxic 0.7510937 Moderate Con 0.426 Identity Attack Insult Identity_Assertion
Feb 11, 2026 2 likes Inside Canada's Indian Invasion...
OK —> YOU CROOKED POLITICIANS HAVE FK’D UP OUR COUNTRY WITH MASS MUSLIM MIGRATION - WE ARE AWARE OF YOUR PATHETIC RACIAL COMMENTS - NOW DEPORT BEFORE PROTESTING TURNS INTO FULL WAR !!
OK —> YOU CROOKED POLITICIANS HAVE FK’D UP OUR COUNTRY WITH MASS MUSLIM MIGRATION - WE ARE AWARE OF YOUR PATHETIC RACIAL COMMENTS - NOW DEPORT BEFORE PROTESTING TURNS INTO FULL WAR !!
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.57554024
Insult0.6798578
Profanity0.36302176
Threat0.108496375
Severe Toxicity0.26766825
Toxic 0.7510937 Low Con 0.289 Identity Attack Insult Fear_Threat
Aug 26, 2025 Why Canadians Are Turning Against …
Tyler you’re a selfish prick for creating racist videos on Indians, Jews and Black. You need to stop creating videos that promotes hatred, discrimination against other racialized person in Canada. There are not only Indians …
Tyler you’re a selfish prick for creating racist videos on Indians, Jews and Black. You need to stop creating videos that promotes hatred, discrimination against other racialized person in Canada. There are not only Indians that migrated, countless other people from Middle Eastern, Africa, and Asia who settled in this country. You need to STOP creating and posting racist videos. You can gain subscribers in many other ways, uneducated, beaver hideous looking person. The food ya’ll eat or other goods that the country run on IS because of these truck drivers who sit hours and hours to go to America to make a living. Shame on you. You need some knowledge, please educate yourself before running around like an idiot to interview people in the intention of making $$ off YouTube and gaining subscribers to feed your filthy looking arse. Low life prick.
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Video sentiment →
Identity Attack0.46614665
Insult0.72756535
Profanity0.4170448
Threat0.05397744
Severe Toxicity0.35368225
Toxic 0.7510937 Moderate Con 0.372 Insult
Jan 27, 2026 3 likes 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.