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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 133 of 1230
They r leaving India because it's a garbage 💩 hole and instead of determining their cultural concepts are the problem they try and change their new country into the 💩 hole they left. Send them …
They r leaving India because it's a garbage 💩 hole and instead of determining their cultural concepts are the problem they try and change their new country into the 💩 hole they left. Send them back.
Inside Canada's Indian Invasion... · 170: Cluster #169
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.5543018
Profanity0.39842105
Threat0.108496375
Severe Toxicity0.2322566
Moderate 0.584095 Low Con 0.203 Identity Attack Insult Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Can you see the problem? a bunch of weak woke women.
Can you see the problem? a bunch of weak woke women.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.4911651
Insult0.58196646
Profanity0.21997347
Threat0.008686432
Severe Toxicity0.023076924
Moderate 0.584095 Low Con 0.216 Insult
Sep 27, 2025 5 likes IRCC Names India in Study …
I'm Indian I hate them
I'm Indian I hate them
Why Canadians Are Turning Against Immigrants. · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.5689151
Insult0.3126888
Profanity0.29209393
Threat0.043309137
Severe Toxicity0.024819711
Moderate 0.584095 Moderate Con 0.404 Identity Attack Identity_Assertion
Aug 25, 2025 Why Canadians Are Turning Against …
Indians in Canada, Sand people in Europe, Deport them all
Indians in Canada, Sand people in Europe, Deport them all
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6106996
Insult0.40243408
Profanity0.15635987
Threat0.34804323
Severe Toxicity0.17926651
Moderate 0.584095 Low Con 0.191 Identity Attack Identity_Assertion
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
Why you're asking about this question in U k. Nasty wretched pigs re allover in Baytminghasm and manchester 😮
Why you're asking about this question in U k. Nasty wretched pigs re allover in Baytminghasm and manchester 😮
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.33352965
Insult0.61794597
Profanity0.26937544
Threat0.011094344
Severe Toxicity0.040387187
Moderate 0.584095 Low Con 0.289 Insult Fear_Threat
Feb 9, 2026 Inside Canada's Indian Invasion...
Enough is enough. Canada first Canadians ALWAYS. We need to build a goddamn wall...
Enough is enough. Canada first Canadians ALWAYS. We need to build a goddamn wall...
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.26155844
Insult0.40420914
Profanity0.6001929
Threat0.05559385
Severe Toxicity0.06011435
Moderate 0.584095 Low Con 0.267 Identity_Assertion
Feb 11, 2026 Inside Canada's Indian Invasion...
I hate every culture has a under 18 it’s gross
I hate every culture has a under 18 it’s gross
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.49584505
Insult0.37506318
Profanity0.3366329
Threat0.023026628
Severe Toxicity0.06011435
Moderate 0.584095 Moderate Con 0.335 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Oh see folks another racist video to get clicks. Riding the gravy train of hating brown people
Oh see folks another racist video to get clicks. Riding the gravy train of hating brown people
Inside Canada's Indian Metropolis (Brampton) · 54: Cluster #53
Close reading → Video sentiment →
Identity Attack0.57957685
Insult0.40243408
Profanity0.2453505
Threat0.043955702
Severe Toxicity0.035007052
Moderate 0.584095 Low Con 0.176 Identity Attack
Oct 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians have ruined canada
Indians have ruined canada
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6487889
Insult0.40189892
Profanity0.2317999
Threat0.04524883
Severe Toxicity0.070156105
Moderate 0.584095 Low Con 0.283 Identity Attack Identity_Assertion
Nov 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Worlds biggest fake you tuber lol😂
Worlds biggest fake you tuber lol😂
Inside Canada's Indian Invasion... · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.42881694
Profanity0.25458565
Threat0.013528148
Severe Toxicity0.03680043
Moderate 0.584095 Low Con 0.225 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Man just posted an actual human trafficker on YouTube but not a damn action will be taken on them.
Man just posted an actual human trafficker on YouTube but not a damn action will be taken on them.
Inside Canada's Indian Invasion... · 40: Cluster #39
Close reading → Discourse → Video sentiment →
Identity Attack0.04177703
Insult0.3406697
Profanity0.58072567
Threat0.09009721
Severe Toxicity0.052940834
Moderate 0.584095 Low Con 0.198 Policy_Critique
Jan 27, 2026 4,301 likes Inside Canada's Indian Invasion...
What I've seen India what a horrible country no wonder if I want to leave!
What I've seen India what a horrible country no wonder if I want to leave!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.57957685
Insult0.4339631
Profanity0.26631543
Threat0.03787563
Severe Toxicity0.16960317
Moderate 0.584095 Moderate Con 0.486 Identity Attack
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Their not migrants...their maggots...thank you federal government!!!😡😡😡😡😡😡😡
Their not migrants...their maggots...thank you federal government!!!😡😡😡😡😡😡😡
Why Canadians Are Turning Against Immigrants. · 14: Cluster #13
Close reading → Video sentiment →
Identity Attack0.4508763
Insult0.5739874
Profanity0.27882218
Threat0.011715741
Severe Toxicity0.055630904
Moderate 0.584095 Low Con 0.263 Insult
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
Muslim is a religion that prays in front of someone behind and kiss a black box and pretend to make love to it seriously not a religion all about control nothing else and they don …
Muslim is a religion that prays in front of someone behind and kiss a black box and pretend to make love to it seriously not a religion all about control nothing else and they don t want a mad canadians but they pushing us and our gouvernement did this on purpice because for them we are lab rat time to breack the cage canadians
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5548181
Insult0.5130944
Profanity0.26628086
Threat0.13431145
Severe Toxicity0.16960317
Moderate 0.584095 Moderate Con 0.382 Identity Attack Insult
Aug 25, 2025 Why Canadians Are Turning Against …
Why do Canadians continue to vote for the same liberal disastrous government? We needed a change many years ago, but Canadians are deaf, dumb and blind! Our government is actively working 'against' citizens and not …
Why do Canadians continue to vote for the same liberal disastrous government? We needed a change many years ago, but Canadians are deaf, dumb and blind! Our government is actively working 'against' citizens and not 'for' citizens. They have an agenda to replace citizens with these new immigrants who will work for much lower wages. It is all about giving jobs to migrants and for the elite to get richer.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.45348886
Insult0.6306599
Profanity0.12286829
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.584095 Moderate Con 0.478 Insult Policy_Critique
Aug 28, 2025 2 likes Why Canadians Are Turning Against …
My company actively won’t do business with Brampton. It’s the armpit of Canada. Scammers and cheats.
My company actively won’t do business with Brampton. It’s the armpit of Canada. Scammers and cheats.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.3072352
Insult0.6306599
Profanity0.084844165
Threat0.009048914
Severe Toxicity0.021419114
Moderate 0.584095 Moderate Con 0.325 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Shut the F-up about any of this Canadians.
Shut the F-up about any of this Canadians.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.49855098
Insult0.48627716
Profanity0.42709363
Threat0.04167421
Severe Toxicity0.16960317
Moderate 0.584095 Low Con 0.209 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
IMMIGRATION IS ALSONTO BLAME?? I HAVE NEVER SEEN A COUNTRY, AN INTERNATIONAL STUDENTS , STUDENT VISA CAN BRING THE WHOLE FUCKING FAMILY SUCH AS HUSBAND, CHIKSFEN, MOTHER TO VISIT , ARE ALLOWED TO CANADA TO …
IMMIGRATION IS ALSONTO BLAME?? I HAVE NEVER SEEN A COUNTRY, AN INTERNATIONAL STUDENTS , STUDENT VISA CAN BRING THE WHOLE FUCKING FAMILY SUCH AS HUSBAND, CHIKSFEN, MOTHER TO VISIT , ARE ALLOWED TO CANADA TO STAY HERE?? OH MY GOD, STUDENT VISA, IS A STUDENT VISA, YOU ARE HERE TO STUDY STUDYBSTUDY STUDY, GET THAT CLEAR ON.MIND, STUDY, , , YOU FINISH , GO HOME, GO HOME, GET CERTIFICATE OR DIPLOMA GO HOME,,,,, THE AMOUNT OF MONEY YOU HAD BEEN WORKING AS A STUDENT VISA STUDENT VISA THAT IMMIGRATION CANADA ALLOWED YOU, WHICH IS I THINK, ITS RIDICULOUS, THEY SHOULD NOT ALLOWED TO WORK IN A STUDENT -VISA, THEY CHOOSE CANADA TO STUDY , THEY SHOULD HAVE MONEY TO PAY FOR THEIR APARTMENT, FOOD ( NOT USING FOODBANK), PAY FOR.HEALTHA CARE(.INSTEAD USING UNIVERSAL HEALTH CARE) AND REST OF THEIR FAMILY THEY BROUGHT) ,,,, AS THE WORD ITSELF, STUDENT- VISA, BRING YOUR OWN MONEY, DO NOT USE CANADA AS A PIGGY BANK TO EARN MORE , YOU ARE NOT ALLOWED THAT
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.3817989
Insult0.47357693
Profanity0.4989438
Threat0.025443908
Severe Toxicity0.27908814
Moderate 0.584095 Moderate Con 0.399
Oct 17, 2025 IRCC Names India in Study …
It's a crime ridden shithole as well, one of the highest crime rates in Canada.
It's a crime ridden shithole as well, one of the highest crime rates in Canada.
Inside Canada's Indian Metropolis (Brampton) · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.5130944
Profanity0.50818664
Threat0.011689849
Severe Toxicity0.06011435
Moderate 0.584095 Moderate Con 0.311 Insult Unverified_Claim
Oct 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Another once proud majority same race nation, now turned into a melting pot sh*thole by a traitor government ran by AIPAC, and the Zionist banking empire.
Another once proud majority same race nation, now turned into a melting pot sh*thole by a traitor government ran by AIPAC, and the Zionist banking empire.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.5145894
Profanity0.48510036
Threat0.024235269
Severe Toxicity0.16960317
Moderate 0.584095 Low Con 0.132 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
I WANT ALL IMMIGRATION FROM INDIA......STOPPED! These people are racist against white people....and are only here to take instead of giving.
I WANT ALL IMMIGRATION FROM INDIA......STOPPED! These people are racist against white people....and are only here to take instead of giving.
How Canada broke its immigration system · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.6007182
Insult0.42367843
Profanity0.14402086
Threat0.024753258
Severe Toxicity0.06101104
Moderate 0.584095 Moderate Con 0.328 Identity Attack
Jul 7, 2025 1 likes How Canada broke its immigration …
An immigrant who is a minister telling us about immigrants is just disgusting and should never be allowed. No immigrant should EVER be in government.
An immigrant who is a minister telling us about immigrants is just disgusting and should never be allowed. No immigrant should EVER be in government.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5678696
Profanity0.13961408
Threat0.031314444
Severe Toxicity0.02373986
Moderate 0.584095 Low Con 0.299 Identity Attack Insult Identity_Assertion
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Then you move out of the city to avoid them and theyre now moving out of the city. Canada is absolute trash. As a native american who was already treated like a immigrant in canada. …
Then you move out of the city to avoid them and theyre now moving out of the city. Canada is absolute trash. As a native american who was already treated like a immigrant in canada. I cant wait to watch it burn. I'll still be here when the smoke clears.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.50588524
Insult0.5678696
Profanity0.20016506
Threat0.34804323
Severe Toxicity0.070156105
Moderate 0.584095 Moderate Con 0.466 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Living in Canada sucks please save us. I wish for the eternal sleep.
Living in Canada sucks please save us. I wish for the eternal sleep.
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.38445538
Insult0.5072643
Profanity0.4163752
Threat0.008815889
Severe Toxicity0.030523606
Moderate 0.584095 Moderate Con 0.386 Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
0:41 I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled …
0:41 I met an Arab man who was saying, “Why are Indians so dirty?” I told him, “I don’t know.” He said, “I went to Thailand for sightseeing, and there were Indians everywhere. They smelled so bad. I even saw five men with one woman and was shocked. I will never go back there again
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.6220118
Insult0.48399165
Profanity0.35848376
Threat0.049128212
Severe Toxicity0.16960317
Moderate 0.584095 Constructive 0.559 Identity Attack Unverified_Claim
Jan 29, 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.