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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 194 of 1230
White inavders never ashamed of looting india😂people who dont even knew their gender criticizing india 😂
White inavders never ashamed of looting india😂people who dont even knew their gender criticizing india 😂
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.44802538
Profanity0.2813443
Threat0.13178273
Severe Toxicity0.16960317
Moderate 0.4850187 Low Con 0.195 Identity Attack Identity_Assertion
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
GET OUT!!!!!!!! NOW AND TAKE YOUR GUNS WITH YOU
GET OUT!!!!!!!! NOW AND TAKE YOUR GUNS WITH YOU
2.9 million Canadian temporary visas expire in 2025-2026 · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.017364962
Insult0.20201176
Profanity0.097129054
Threat0.5195707
Severe Toxicity0.070156105
Moderate 0.4850187 Low Con 0.169 Threat Call_To_Action
Jan 20, 2026 2.9 million Canadian temporary visas …
Bro, can't believe you went with the smugglers, Indians in Canada are very shooty
Bro, can't believe you went with the smugglers, Indians in Canada are very shooty
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55011386
Insult0.46173862
Profanity0.22673377
Threat0.06939816
Severe Toxicity0.02444411
Moderate 0.4850187 Moderate Con 0.317 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is already India 2.0, just wait for them to infect America like a disease
Canada is already India 2.0, just wait for them to infect America like a disease
Inside Canada's Indian Invasion... · 36: Cluster #35
Close reading → Discourse → Video sentiment →
Identity Attack0.50515765
Insult0.4339631
Profanity0.11601777
Threat0.13815513
Severe Toxicity0.035007052
Moderate 0.4850187 Low Con 0.129 Identity Attack Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
INDIAN PRINCIPLES EXPOSED FINALLY!!! DIFFERENT CULTURE IMPOSE!!! THERE HERE TO TAKE ADVANTAGE OF GOVERNMENT LOOPHOLE LEGALLY!!!LIKE SEVEN YEARS TAX BREAKS ON BUSINESS AFTER SELL IT TO FAMILY MEMBERS IT'S A CYCLE! WHEN HIRING ONLY INDIANS …
INDIAN PRINCIPLES EXPOSED FINALLY!!! DIFFERENT CULTURE IMPOSE!!! THERE HERE TO TAKE ADVANTAGE OF GOVERNMENT LOOPHOLE LEGALLY!!!LIKE SEVEN YEARS TAX BREAKS ON BUSINESS AFTER SELL IT TO FAMILY MEMBERS IT'S A CYCLE! WHEN HIRING ONLY INDIANS NEED TO APPLY! NOT HERE TO BUILT BETTER COUNTRY! BUT TO TAKE OVER ! MEXICANS NO SECRET NEVER DO CONSTRUCTION JOBS FOR INDIAN! WHEN FINISH ONLY PAY 10% FOR JOB ! HYGIENE DON'T USE TOILET PAPER INSTEAD LEFT HAND ! IN INDIA THEY POO OPEN AIR ! DON'T BELIEVE IN DEORANT! EVEN DOCTORS! THEY LIVE IN ALMOST MANSION INSIDE LIKE SHACKS ! THERE GOD IS NOT A COW IS MONEY! THERE HUNGRY FOR IT ! FROM EXPERIENCE LEARN THE HARD WAY AND PAY A PRICE! STAY AWAY FROM GAS STATION THERE KNOWN TO HAVE SKIMMERS.! THEY CREATE MAFIAS SELLING CELLULAR TO WORKING IN HOSPITALS!!!
Inside Canada's Indian Invasion... · 241: Cluster #240
Close reading → Discourse → Video sentiment →
Identity Attack0.4931391
Insult0.40975618
Profanity0.18171974
Threat0.030278467
Severe Toxicity0.16960317
Moderate 0.4850187 Moderate Con 0.491 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
‏‪4:58‬‏ How obsessed you are with Muslims, you so-called civilized Epsteins!
‏‪4:58‬‏ How obsessed you are with Muslims, you so-called civilized Epsteins!
Inside Canada's Indian Invasion... · 21: Cluster #20
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.40243408
Profanity0.25549942
Threat0.033386398
Severe Toxicity0.072789766
Moderate 0.4850187 Low Con 0.259 Identity_Assertion
Mar 2, 2026 Inside Canada's Indian Invasion...
Time to kick them all out!
Time to kick them all out!
IRCC Names India in Study Permit Fraud | … · 33: Cluster #32
Close reading → Discourse → Video sentiment →
Identity Attack0.06158508
Insult0.13969865
Profanity0.13344458
Threat0.5940531
Severe Toxicity0.034110364
Moderate 0.4850187 Low Con 0.264 Threat Call_To_Action
Sep 30, 2025 3 likes IRCC Names India in Study …
CANADA FUTURE IS MASS IMIGRATION OR DEAD.
CANADA FUTURE IS MASS IMIGRATION OR DEAD.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.39870077
Insult0.24928534
Profanity0.10920923
Threat0.5195707
Severe Toxicity0.16960317
Moderate 0.4850187 Low Con 0.089 Threat Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
The government is useless I can't believe you guys allow this🤦🏽‍♀️So what is Canada to you guys? Your pockets??💰 These people already have a home there's no need for them to bring their home. There's …
The government is useless I can't believe you guys allow this🤦🏽‍♀️So what is Canada to you guys? Your pockets??💰 These people already have a home there's no need for them to bring their home. There's nothing wrong with practicing in your home. If the tables were to turn if Canadians came to do the same to their country they would flip. Which is easy for the Muslim to do the same 🤔 All they're doing is setting an example by teaching their children to hate even more. Segregation, dominance, and arrogance is not the way in Canada. Every Nation comes here just as they come here as well too. If they miss their home so bad go back!!! No need for this terrible 😔
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.4508763
Insult0.5130944
Profanity0.12639372
Threat0.010550622
Severe Toxicity0.023076924
Moderate 0.4850187 Constructive 0.591 Insult Policy_Critique
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
tread carefully they breed like cockroaches
tread carefully they breed like cockroaches
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.16801116
Insult0.49389273
Profanity0.36230123
Threat0.015774792
Severe Toxicity0.024678862
Moderate 0.4850187 Low Con 0.207 Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
Punjabi already destroyed canada.shame on indian government and people.
Punjabi already destroyed canada.shame on indian government and people.
Inside Canada's Indian Invasion... · 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.54151535
Insult0.40698266
Profanity0.08840031
Threat0.13599728
Severe Toxicity0.02420936
Moderate 0.4850187 Low Con 0.135 Identity Attack Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Excellent. I paid $40 for NSF last time. It´s ridiculous.
Excellent. I paid $40 for NSF last time. It´s ridiculous.
Canada’s new rules in 2026 · 15: Cluster #14
Close reading → Video sentiment →
Identity Attack0.013345404
Insult0.5130944
Profanity0.21132572
Threat0.007857903
Severe Toxicity0.010986328
Moderate 0.4850187 Moderate Con 0.404 Insult
Jan 13, 2026 14 likes Canada’s new rules in 2026
Mass Deportation ASAP For India Immigrants & Palestinians 💯
Mass Deportation ASAP For India Immigrants & Palestinians 💯
Why Canadians Are Turning Against Immigrants. · 73: Cluster #72
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.34203702
Profanity0.16450337
Threat0.33923563
Severe Toxicity0.29621798
Moderate 0.4850187 Low Con 0.215 Identity Attack Call_To_Action
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
this is white genocide, the great replacement
this is white genocide, the great replacement
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.2435641
Profanity0.22602804
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.4850187 Low Con 0.203 Identity Attack Fear_Threat
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
The bike holding fatso mister obese,mister clean the refrigerator,mister eat it all up thinks we the sub Saharan countries are low IQ people!
The bike holding fatso mister obese,mister clean the refrigerator,mister eat it all up thinks we the sub Saharan countries are low IQ people!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.49584505
Insult0.4747285
Profanity0.2253223
Threat0.01238892
Severe Toxicity0.042180564
Moderate 0.4850187 Low Con 0.152 Moral_Argument
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
People from the land of scammers and fraudulent documents -- India!!! Oh, and they can get jobs despite being unskilled or having poor English skills because they have group chats where they share the interview …
People from the land of scammers and fraudulent documents -- India!!! Oh, and they can get jobs despite being unskilled or having poor English skills because they have group chats where they share the interview questions and answers. They help each other cheat the system! Why am I not surprised?
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55011386
Insult0.47384647
Profanity0.11292298
Threat0.010757755
Severe Toxicity0.02420936
Moderate 0.4850187 Moderate Con 0.369 Identity Attack
Jun 19, 2025 2 likes How Canada broke its immigration …
@5:19 This guy know nothing about india. Rape is totally part of the primitive caste indian culture. In fact rape is a huge in India. In 2022 more than 31k case where record by the …
@5:19 This guy know nothing about india. Rape is totally part of the primitive caste indian culture. In fact rape is a huge in India. In 2022 more than 31k case where record by the National Crime Records Bureau. It 86 rape by day (one every 20 minutes). Theses numbers are only the tip of the iceberg. For the driving watch the New-Dehhi episode of Dont drive here. The get the drive exam is to turn around a ciment slab in a parking lot. Those people are really low IQ.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.48627716
Profanity0.25093055
Threat0.13785169
Severe Toxicity0.09385906
Moderate 0.4850187 Moderate Con 0.439 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
I love how individual states are begging and pleading with Canadians to come and visit them all while the federal government just layers on crazy after crazy.
I love how individual states are begging and pleading with Canadians to come and visit them all while the federal government just layers on crazy after crazy.
· 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.024687022
Insult0.30349976
Profanity0.0022872514
Threat0.0023667421
Severe Toxicity0.000019062867
Moderate 0.48494682 Policy_Critique
Dec 10, 2025
I am an Indian International student right now, been here for 1.5 years and yeah it is true that students don’t show up to classes and most don’t even know how to properly communicate. Due …
I am an Indian International student right now, been here for 1.5 years and yeah it is true that students don’t show up to classes and most don’t even know how to properly communicate. Due to which students like me might be in trouble too. This sucks man like really
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.26663736
Insult0.40189892
Profanity0.47435758
Threat0.013269233
Severe Toxicity0.02402156
Moderate 0.4838166 Constructive 0.663 Personal_Narrative
Oct 7, 2025 IRCC Names India in Study …
This makes me sick. I have Filipino, Indonesian and Ethiopian friends who all worked hard to get their citizenship!! And then Indians are invading at an alarming rate, ruining everything they touch.
This makes me sick. I have Filipino, Indonesian and Ethiopian friends who all worked hard to get their citizenship!! And then Indians are invading at an alarming rate, ruining everything they touch.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.53446084
Insult0.42567953
Profanity0.15459715
Threat0.025098583
Severe Toxicity0.023076924
Moderate 0.4838166 Constructive 0.548 Identity Attack
Oct 5, 2025 IRCC Names India in Study …
After slaughter idian native ppl - this is your revard !
After slaughter idian native ppl - this is your revard !
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.49032792
Insult0.26957804
Profanity0.1811049
Threat0.52547425
Severe Toxicity0.16960317
Moderate 0.4838166 Low Con 0.207 Threat Moral_Argument
Dec 25, 2025 Inside Canada's Indian Metropolis (Brampton)
This is definitely the SA capital of the country. Plenty of gang draping, no taxes and its slowy becoming the epicenter of trash and filth in the western world.
This is definitely the SA capital of the country. Plenty of gang draping, no taxes and its slowy becoming the epicenter of trash and filth in the western world.
Inside Canada's Indian Metropolis (Brampton) · 147: Cluster #146
Close reading → Discourse → Video sentiment →
Identity Attack0.20088354
Insult0.5130944
Profanity0.10611444
Threat0.008129764
Severe Toxicity0.016577384
Moderate 0.4838166 Moderate Con 0.315 Insult Fear_Threat
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
We need to nuke Brampton
We need to nuke Brampton
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.32476485
Insult0.16795322
Profanity0.23083201
Threat0.54744303
Severe Toxicity0.16960317
Moderate 0.4838166 Low Con 0.251 Threat Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Crazy how this is happening world wide. Towns cities completely full of migrants that don’t assimilate and they’re all identical. More crime, more rubbish, nothing but entitlement. Roll on the day these countries take their …
Crazy how this is happening world wide. Towns cities completely full of migrants that don’t assimilate and they’re all identical. More crime, more rubbish, nothing but entitlement. Roll on the day these countries take their own land back.
Inside Canada's Indian Invasion... · 232: Cluster #231
Close reading → Discourse → Video sentiment →
Identity Attack0.38176915
Insult0.5130944
Profanity0.13432594
Threat0.009178371
Severe Toxicity0.020515325
Moderate 0.4838166 Low Con 0.263 Insult Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Shout out to the guy on a bike with Asperger’s laying down straight facts for Canada hell yeah
Shout out to the guy on a bike with Asperger’s laying down straight facts for Canada hell yeah
Inside Canada's Indian Invasion... · 68: Cluster #67
Close reading → Discourse → Video sentiment →
Identity Attack0.13805299
Insult0.44802538
Profanity0.38845423
Threat0.027170537
Severe Toxicity0.02406851
Moderate 0.4838166 Moderate Con 0.486 Solidarity
Feb 10, 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.