The workflow JSON
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{
"id": "vzU9QRZsHcyRsord",
"meta": {
"templateCredsSetupCompleted": true
},
"name": "Spot Workplace Discrimination Patterns with AI",
"tags": [
{
"id": "76EYz9X3GU4PtgSS",
"name": "human_resources",
"createdAt": "2025-01-30T18:52:17.614Z",
"updatedAt": "2025-01-30T18:52:17.614Z"
},
{
"id": "ey2Mx4vNaV8cKvao",
"name": "openai",
"createdAt": "2024-12-23T07:10:13.400Z",
"updatedAt": "2024-12-23T07:10:13.400Z"
}
],
"nodes": [
{
"id": "b508ab50-158a-4cbf-a52e-f53e1804e770",
"name": "When clicking \u2018Test workflow\u2019",
"type": "n8n-nodes-base.manualTrigger",
"position": [
280,
380
],
"parameters": {},
"typeVersion": 1
},
{
"id": "11a1a2d5-a274-44f7-97ca-5666a59fcb31",
"name": "OpenAI Chat Model1",
"type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
"position": [
2220,
800
],
"parameters": {
"options": {}
},
"credentials": {
"openAiApi": {
"name": "<your credential>"
}
},
"typeVersion": 1
},
{
"id": "395f7b67-c914-4aae-8727-0573fdbfc6ad",
"name": "OpenAI Chat Model2",
"type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
"position": [
2220,
380
],
"parameters": {
"options": {}
},
"credentials": {
"openAiApi": {
"name": "<your credential>"
}
},
"typeVersion": 1
},
{
"id": "6ab194a9-b869-4296-aea9-19afcbffc0d7",
"name": "Merge",
"type": "n8n-nodes-base.merge",
"position": [
2940,
600
],
"parameters": {
"mode": "combine",
"options": {},
"combineBy": "combineByPosition"
},
"typeVersion": 3
},
{
"id": "1eba1dd7-a164-4c70-8c75-759532bd16a0",
"name": "OpenAI Chat Model",
"type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
"position": [
3840,
420
],
"parameters": {
"options": {}
},
"credentials": {
"openAiApi": {
"name": "<your credential>"
}
},
"typeVersion": 1
},
{
"id": "f25f1b07-cded-4ca7-9655-8b8f463089ab",
"name": "SET company_name",
"type": "n8n-nodes-base.set",
"position": [
540,
380
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "dd256ef7-013c-4769-8580-02c2d902d0b2",
"name": "company_name",
"type": "string",
"value": "=Twilio"
}
]
}
},
"typeVersion": 3.4
},
{
"id": "87264a93-ab97-4e39-8d40-43365189f704",
"name": "Define dictionary of demographic keys",
"type": "n8n-nodes-base.set",
"position": [
740,
380
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "6ae671be-45d0-4a94-a443-2f1d4772d31b",
"name": "asian",
"type": "string",
"value": "Asian"
},
{
"id": "6c93370c-996c-44a6-a34c-4cd3baeeb846",
"name": "hispanic",
"type": "string",
"value": "Hispanic or Latinx"
},
{
"id": "dee79039-6051-4e9d-98b5-63a07d30f6b0",
"name": "white",
"type": "string",
"value": "White"
},
{
"id": "08d42380-8397-412f-8459-7553e9309b5d",
"name": "pacific_islander",
"type": "string",
"value": "Native Hawaiian or other Pacific Islander"
},
{
"id": "09e8ebc5-e7e7-449a-9036-9b9b54cdc828",
"name": "black",
"type": "string",
"value": "Black or African American"
},
{
"id": "39e910f8-3a8b-4233-a93a-3c5693e808c6",
"name": "middle_eastern",
"type": "string",
"value": "Middle Eastern"
},
{
"id": "169b3471-efa0-476e-aa83-e3f717c568f1",
"name": "indigenous",
"type": "string",
"value": "Indigenous American or Native Alaskan"
},
{
"id": "b6192296-4efa-4af5-ae02-1e31d28aae90",
"name": "male",
"type": "string",
"value": "Men"
},
{
"id": "4b322294-940c-459d-b083-8e91e38193f7",
"name": "female",
"type": "string",
"value": "Women"
},
{
"id": "1940eef0-6b76-4a26-9d8f-7c8536fbcb1b",
"name": "trans",
"type": "string",
"value": "Transgender and/or Non-Binary"
},
{
"id": "3dba3e18-2bb1-4078-bde9-9d187f9628dd",
"name": "hetero",
"type": "string",
"value": "Heterosexual"
},
{
"id": "9b7d10ad-1766-4b18-a230-3bd80142b48c",
"name": "lgbtqia",
"type": "string",
"value": "LGBTQ+"
},
{
"id": "458636f8-99e8-4245-9950-94e4cf68e371",
"name": "nondisabled",
"type": "string",
"value": "Non-Disabled"
},
{
"id": "a466e258-7de1-4453-a126-55f780094236",
"name": "disabled",
"type": "string",
"value": "People with Disabilities"
},
{
"id": "98735266-0451-432f-be7c-efcb09512cb1",
"name": "caregiver",
"type": "string",
"value": "Caregivers"
},
{
"id": "ebe2353c-9ff5-47bc-8c11-b66d3436f5b4",
"name": "parent",
"type": "string",
"value": "Parents/Guardians"
},
{
"id": "ab51c80c-d81d-41ab-94d9-c0a263743c17",
"name": "nonparent",
"type": "string",
"value": "Not a Parent or Caregiver"
},
{
"id": "cb7df429-c600-43f4-aa7e-dbc2382a85a0",
"name": "nonveteran",
"type": "string",
"value": "Non-Veterans"
},
{
"id": "dffbdb13-189a-462d-83d1-c5ec39a17d41",
"name": "veteran",
"type": "string",
"value": "Veterans"
}
]
},
"includeOtherFields": true
},
"typeVersion": 3.4
},
{
"id": "862f1c77-44a8-4d79-abac-33351ebb731b",
"name": "ScrapingBee Search Glassdoor",
"type": "n8n-nodes-base.httpRequest",
"position": [
940,
380
],
"parameters": {
"url": "https://app.scrapingbee.com/api/v1",
"options": {},
"sendQuery": true,
"authentication": "genericCredentialType",
"genericAuthType": "httpQueryAuth",
"queryParameters": {
"parameters": [
{
"name": "url",
"value": "=https://www.glassdoor.com/Search/results.htm?keyword={{ $json.company_name.toLowerCase().urlEncode() }}"
},
{
"name": "premium_proxy",
"value": "true"
},
{
"name": "block_resources",
"value": "false"
},
{
"name": "stealth_proxy",
"value": "true"
}
]
}
},
"credentials": {
"httpQueryAuth": {
"name": "<your credential>"
}
},
"typeVersion": 4.2
},
{
"id": "4c9bf05e-9c50-4895-b20b-b7c329104615",
"name": "Extract company url path",
"type": "n8n-nodes-base.html",
"position": [
1140,
380
],
"parameters": {
"options": {},
"operation": "extractHtmlContent",
"extractionValues": {
"values": [
{
"key": "url_path",
"attribute": "href",
"cssSelector": "body main div a",
"returnValue": "attribute"
}
]
}
},
"typeVersion": 1.2
},
{
"id": "d20bb0e7-4ca7-41d0-a3e9-41abc811b064",
"name": "ScrapingBee GET company page contents",
"type": "n8n-nodes-base.httpRequest",
"position": [
1340,
380
],
"parameters": {
"url": "https://app.scrapingbee.com/api/v1",
"options": {},
"sendQuery": true,
"authentication": "genericCredentialType",
"genericAuthType": "httpQueryAuth",
"queryParameters": {
"parameters": [
{
"name": "url",
"value": "=https://www.glassdoor.com{{ $json.url_path }}"
},
{
"name": "premium_proxy",
"value": "true"
},
{
"name": "block_resources",
"value": "false"
},
{
"name": "stealth_proxy",
"value": "true"
}
]
}
},
"credentials": {
"httpQueryAuth": {
"name": "<your credential>"
}
},
"typeVersion": 4.2
},
{
"id": "fce70cab-8ce3-4ce2-b040-ce80d66b1e62",
"name": "Extract reviews page url path",
"type": "n8n-nodes-base.html",
"position": [
1540,
380
],
"parameters": {
"options": {},
"operation": "extractHtmlContent",
"extractionValues": {
"values": [
{
"key": "url_path",
"attribute": "href",
"cssSelector": "#reviews a",
"returnValue": "attribute"
}
]
}
},
"typeVersion": 1.2
},
{
"id": "d2e7fee9-e3d4-42bf-8be6-38b352371273",
"name": "ScrapingBee GET Glassdoor Reviews Content",
"type": "n8n-nodes-base.httpRequest",
"position": [
1760,
380
],
"parameters": {
"url": "https://app.scrapingbee.com/api/v1",
"options": {},
"sendQuery": true,
"authentication": "genericCredentialType",
"genericAuthType": "httpQueryAuth",
"queryParameters": {
"parameters": [
{
"name": "url",
"value": "=https://www.glassdoor.com{{ $json.url_path }}"
},
{
"name": "premium_proxy",
"value": "True"
},
{
"name": "block_resources",
"value": "False"
},
{
"name": "stealth_proxy",
"value": "true"
}
]
}
},
"credentials": {
"httpQueryAuth": {
"name": "<your credential>"
}
},
"typeVersion": 4.2
},
{
"id": "0c322823-0569-4bd5-9c4e-af3de0f8d7b4",
"name": "Extract Overall Review Summary",
"type": "n8n-nodes-base.html",
"position": [
1980,
260
],
"parameters": {
"options": {},
"operation": "extractHtmlContent",
"extractionValues": {
"values": [
{
"key": "review_summary",
"cssSelector": "div[data-test=\"review-summary\"]",
"returnValue": "html"
}
]
}
},
"typeVersion": 1.2
},
{
"id": "851305ba-0837-4be9-943d-7282e8d74aee",
"name": "Extract Demographics Module",
"type": "n8n-nodes-base.html",
"position": [
1980,
520
],
"parameters": {
"options": {},
"operation": "extractHtmlContent",
"extractionValues": {
"values": [
{
"key": "demographics_content",
"cssSelector": "div[data-test=\"demographics-module\"]",
"returnValue": "html"
}
]
}
},
"typeVersion": 1.2
},
{
"id": "cf9a6ee2-53b5-4fbf-a36c-4b9dab53b795",
"name": "Extract overall ratings and distribution percentages",
"type": "@n8n/n8n-nodes-langchain.informationExtractor",
"position": [
2200,
200
],
"parameters": {
"text": "={{ $json.review_summary }}",
"options": {},
"attributes": {
"attributes": [
{
"name": "average_rating",
"type": "number",
"required": true,
"description": "The overall average rating for this company."
},
{
"name": "total_number_of_reviews",
"type": "number",
"required": true,
"description": "The total number of reviews for this company."
},
{
"name": "5_star_distribution_percentage",
"type": "number",
"required": true,
"description": "The percentage distribution of 5 star reviews"
},
{
"name": "4_star_distribution_percentage",
"type": "number",
"required": true,
"description": "The percentage distribution of 4 star reviews"
},
{
"name": "3_star_distribution_percentage",
"type": "number",
"required": true,
"description": "The percentage distribution of 3 star reviews"
},
{
"name": "2_star_distribution_percentage",
"type": "number",
"required": true,
"description": "The percentage distribution of 2 star reviews"
},
{
"name": "1_star_distribution_percentage",
"type": "number",
"required": true,
"description": "The percentage distribution of 1 star reviews"
}
]
}
},
"typeVersion": 1
},
{
"id": "ae164f6e-04e7-4d8b-951e-a17085956f4b",
"name": "Extract demographic distributions",
"type": "@n8n/n8n-nodes-langchain.informationExtractor",
"position": [
2200,
620
],
"parameters": {
"text": "={{ $json.demographics_content }}",
"options": {
"systemPromptTemplate": "You are an expert extraction algorithm.\nOnly extract relevant information from the text.\nIf you do not know the value of an attribute asked to extract, you may use 0 for the attribute's value."
},
"attributes": {
"attributes": [
{
"name": "asian_average_rating",
"type": "number",
"required": true,
"description": "=The average rating for this company by employees who self identified as asian."
},
{
"name": "asian_total_number_of_reviews",
"type": "number",
"required": true,
"description": "=The number of reviews for this company by employees who self-identified as asian."
},
{
"name": "hispanic_average_rating",
"type": "number",
"required": true,
"description": "=The average rating for this company by employees who self identified as hispanic."
},
{
"name": "hispanic_total_number_of_reviews",
"type": "number",
"required": true,
"description": "=The number of reviews for this company by employees who self-identified as hispanic."
},
{
"name": "white_average_rating",
"type": "number",
"required": true,
"description": "=The average rating for this company by employees who self identified as white."
},
{
"name": "white_total_number_of_reviews",
"type": "number",
"required": true,
"description": "=The number of reviews for this company by employees who self-identified as white."
},
{
"name": "pacific_islander_average_rating",
"type": "number",
"required": true,
"description": "=The average rating for this company by employees who self identified as native hawaiian or pacific islander."
},
{
"name": "pacific_islander_total_number_of_reviews",
"type": "number",
"required": true,
"description": "=The number of reviews for this company by employees who self-identified as native hawaiian or pacific islander."
},
{
"name": "black_average_rating",
"type": "number",
"required": true,
"description": "=The average rating for this company by employees who self identified as black."
},
{
"name": "black_total_number_of_reviews",
"type": "number",
"required": true,
"description": "=The number of reviews for this company by employees who self-identified as black."
},
{
"name": "middle_eastern_average_rating",
"type": "number",
"required": true,
"description": "=The average rating for this company by employees who self identified as middle eastern."
},
{
"name": "middle_eastern_total_number_of_reviews",
"type": "number",
"required": true,
"description": "=The number of reviews for this company by employees who self-identified as middle_eastern."
},
{
"name": "indigenous_average_rating",
"type": "number",
"required": true,
"description": "=The average rating for this company by employees who self identified as indigenous american or native alaskan."
},
{
"name": "indigenous_total_number_of_reviews",
"type": "number",
"required": true,
"description": "=The number of reviews for this company by employees who self-identified as indigenous american or native alaskan."
},
{
"name": "male_average_rating",
"type": "number",
"required": true,
"description": "=The average rating for this company by employees who self identified as men."
},
{
"name": "male_total_number_of_reviews",
"type": "number",
"required": true,
"description": "=The number of reviews for this company by employees who self-identified as men."
},
{
"name": "female_average_rating",
"type": "number",
"required": true,
"description": "=The average rating for this company by employees who self identified as women."
},
{
"name": "female_total_number_of_reviews",
"type": "number",
"required": true,
"description": "=The number of reviews for this company by employees who self-identified as women."
},
{
"name": "trans_average_rating",
"type": "number",
"required": true,
"description": "=The average rating for this company by employees who self identified as transgender and/or non-binary."
},
{
"name": "trans_total_number_of_reviews",
"type": "number",
"required": true,
"description": "=The number of reviews for this company by employees who self-identified as trans and/or non-binary."
},
{
"name": "hetero_average_rating",
"type": "number",
"required": true,
"description": "=The average rating for this company by employees who self identified as heterosexual."
},
{
"name": "hetero_total_number_of_reviews",
"type": "number",
"required": true,
"description": "=The number of reviews for this company by employees who self-identified as heterosexual."
},
{
"name": "lgbtqia_average_rating",
"type": "number",
"required": true,
"description": "=The average rating for this company by employees who self identified as lgbtqia+."
},
{
"name": "lgbtqia_total_number_of_reviews",
"type": "number",
"required": true,
"description": "=The number of reviews for this company by employees who self-identified as lgbtqia+."
},
{
"name": "nondisabled_average_rating",
"type": "number",
"required": true,
"description": "=The average rating for this company by employees who self identified as non-disabled."
},
{
"name": "nondisabled_total_number_of_reviews",
"type": "number",
"required": true,
"description": "=The number of reviews for this company by employees who self-identified as non-disabled."
},
{
"name": "disabled_average_rating",
"type": "number",
"required": true,
"description": "=The average rating for this company by employees who self identified as people with disabilities."
},
{
"name": "disabled_total_number_of_reviews",
"type": "number",
"required": true,
"description": "=The number of reviews for this company by employees who self-identified as people with disabilities."
},
{
"name": "caregiver_average_rating",
"type": "number",
"required": true,
"description": "=The average rating for this company by employees who self identified as caregivers."
},
{
"name": "caregiver_total_number_of_reviews",
"type": "number",
"required": true,
"description": "=The number of reviews for this company by employees who self-identified as caregivers."
},
{
"name": "parent_average_rating",
"type": "number",
"required": true,
"description": "=The average rating for this company by employees who self identified as parents/guardians."
},
{
"name": "parent_total_number_of_reviews",
"type": "number",
"required": true,
"description": "=The number of reviews for this company by employees who self-identified as parents/guardians."
},
{
"name": "nonparent_average_rating",
"type": "number",
"required": true,
"description": "=The average rating for this company by employees who self identified as not a parent or caregiver."
},
{
"name": "nonparent_total_number_of_reviews",
"type": "number",
"required": true,
"description": "=The number of reviews for this company by employees who self-identified as not a parent or guardian."
},
{
"name": "nonveteran_average_rating",
"type": "number",
"required": true,
"description": "=The average rating for this company by employees who self identified as non-veterans."
},
{
"name": "nonveteran_total_number_of_reviews",
"type": "number",
"required": true,
"description": "=The number of reviews for this company by employees who self-identified as non-veterans."
},
{
"name": "veteran_average_rating",
"type": "number",
"required": true,
"description": "=The average rating for this company by employees who self identified as veterans."
},
{
"name": "veteran_total_number_of_reviews",
"type": "number",
"required": true,
"description": "=The number of reviews for this company by employees who self-identified as veterans."
}
]
}
},
"typeVersion": 1
},
{
"id": "c8d9e45c-7d41-47bd-b9a9-0fa70de5d154",
"name": "Define contributions to variance",
"type": "n8n-nodes-base.set",
"position": [
2560,
200
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "7360b2c2-1e21-45de-8d1a-e72b8abcb56b",
"name": "contribution_to_variance.5_star",
"type": "number",
"value": "={{ ($json.output['5_star_distribution_percentage'] / 100) * Math.pow(5 - $json.output.average_rating,2) }}"
},
{
"id": "acdd308a-fa33-4e33-b71b-36b9441bfa06",
"name": "contribution_to_variance.4_star",
"type": "number",
"value": "={{ ($json.output['4_star_distribution_percentage'] / 100) * Math.pow(4 - $json.output.average_rating,2) }}"
},
{
"id": "376818f3-d429-4abe-8ece-e8e9c5585826",
"name": "contribution_to_variance.3_star",
"type": "number",
"value": "={{ ($json.output['3_star_distribution_percentage'] / 100) * Math.pow(3 - $json.output.average_rating,2) }}"
},
{
"id": "620d5c37-8b93-4d39-9963-b7ce3a7f431e",
"name": "contribution_to_variance.2_star",
"type": "number",
"value": "={{ ($json.output['2_star_distribution_percentage'] / 100) * Math.pow(2 - $json.output.average_rating,2) }}"
},
{
"id": "76357980-4f9b-4b14-be68-6498ba25af67",
"name": "contribution_to_variance.1_star",
"type": "number",
"value": "={{ ($json.output['1_star_distribution_percentage'] / 100) * Math.pow(1 - $json.output.average_rating,2) }}"
}
]
}
},
"typeVersion": 3.4
},
{
"id": "8ea03017-d5d6-46ef-a5f1-dae4372f6256",
"name": "Set variance and std_dev",
"type": "n8n-nodes-base.set",
"position": [
2740,
200
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "3217d418-f1b0-45ff-9f9a-6e6145cc29ca",
"name": "variance",
"type": "number",
"value": "={{ $json.contribution_to_variance.values().sum() }}"
},
{
"id": "acdb9fea-15ec-46ed-bde9-073e93597f17",
"name": "average_rating",
"type": "number",
"value": "={{ $('Extract overall ratings and distribution percentages').item.json.output.average_rating }}"
},
{
"id": "1f3a8a29-4bd4-4b40-8694-c74a0285eadb",
"name": "total_number_of_reviews",
"type": "number",
"value": "={{ $('Extract overall ratings and distribution percentages').item.json.output.total_number_of_reviews }}"
},
{
"id": "1906c796-1964-446b-8b56-d856269da938",
"name": "std_dev",
"type": "number",
"value": "={{ Math.sqrt($json.contribution_to_variance.values().sum()) }}"
}
]
}
},
"typeVersion": 3.4
},
{
"id": "0570d531-8480-4446-8f02-18640b4b891e",
"name": "Calculate P-Scores",
"type": "n8n-nodes-base.code",
"position": [
3340,
440
],
"parameters": {
"jsCode": "// Approximate CDF for standard normal distribution\nfunction normSDist(z) {\n const t = 1 / (1 + 0.3275911 * Math.abs(z));\n const d = 0.254829592 * t - 0.284496736 * t * t + 1.421413741 * t * t * t - 1.453152027 * t * t * t * t + 1.061405429 * t * t * t * t * t;\n return 0.5 * (1 + Math.sign(z) * d * Math.exp(-z * z / 2));\n}\n\nfor (const item of $input.all()) {\n if (!item.json.population_analysis.p_scores) {\n item.json.population_analysis.p_scores = {};\n }\n\n for (const score of Object.keys(item.json.population_analysis.z_scores)) {\n // Check if review count exists and is greater than zero\n if (item.json.population_analysis.review_count[score] > 0) {\n // Apply the p_score formula: 2 * NORM.S.DIST(-ABS(z_score))\n const p_score = 2 * normSDist(-Math.abs(item.json.population_analysis.z_scores[score]));\n\n // Store the calculated p_score\n item.json.population_analysis.p_scores[score] = p_score;\n } else {\n // Remove z_scores, effect_sizes, and p_scores for groups with no reviews\n delete item.json.population_analysis.z_scores[score];\n delete item.json.population_analysis.effect_sizes[score];\n delete item.json.population_analysis.p_scores[score];\n }\n }\n}\n\nreturn $input.all();"
},
"typeVersion": 2
},
{
"id": "0bdb9732-67ef-440d-bdd2-42c4f64ff6b6",
"name": "Sort Effect Sizes",
"type": "n8n-nodes-base.set",
"position": [
3540,
440
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "61cf92ba-bc4e-40b8-a234-9b993fd24019",
"name": "population_analysis.effect_sizes",
"type": "object",
"value": "={{ Object.fromEntries(Object.entries($json.population_analysis.effect_sizes).sort(([,a],[,b]) => a-b )) }}"
}
]
},
"includeOtherFields": true
},
"typeVersion": 3.4
},
{
"id": "fd9026ef-e993-410a-87d6-40a3ad10b7a7",
"name": "Calculate Z-Scores and Effect Sizes",
"type": "n8n-nodes-base.set",
"position": [
3140,
600
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "790a53e8-5599-45d3-880e-ab1ad7d165d2",
"name": "population_analysis.z_scores.asian",
"type": "number",
"value": "={{ ($json.output.asian_average_rating - $json.average_rating) / ($json.std_dev / Math.sqrt($json.output.asian_total_number_of_reviews)) }}"
},
{
"id": "ebd61097-8773-45b9-a8e6-cdd840d73650",
"name": "population_analysis.effect_sizes.asian",
"type": "number",
"value": "={{ ($json.output.asian_average_rating - $json.average_rating) / $json.std_dev }}"
},
{
"id": "627b1293-efdc-485a-83c8-bd332d6dc225",
"name": "population_analysis.z_scores.hispanic",
"type": "number",
"value": "={{ ($json.output.hispanic_average_rating - $json.average_rating) / ($json.std_dev / Math.sqrt($json.output.hispanic_total_number_of_reviews)) }}"
},
{
"id": "822028d0-e94f-4cf7-9e13-8f8cc5c72ec0",
"name": "population_analysis.z_scores.white",
"type": "number",
"value": "={{ ($json.output.white_average_rating - $json.average_rating) / ($json.std_dev / Math.sqrt($json.output.white_total_number_of_reviews)) }}"
},
{
"id": "d32321f9-0fcf-4e54-9059-c3fd5a901ce0",
"name": "population_analysis.z_scores.pacific_islander",
"type": "number",
"value": "={{ ($json.output.pacific_islander_average_rating - $json.average_rating) / ($json.std_dev / Math.sqrt($json.output.pacific_islander_total_number_of_reviews)) }}"
},
{
"id": "e212d683-247f-45c4-9668-c290230a10ed",
"name": "population_analysis.z_scores.black",
"type": "number",
"value": "={{ ($json.output.black_average_rating - $json.average_rating) / ($json.std_dev / Math.sqrt($json.output.black_total_number_of_reviews)) }}"
},
{
"id": "882049c3-eb81-4c09-af0c-5c79b0ef0154",
"name": "population_analysis.z_scores.middle_eastern",
"type": "number",
"value": "={{ ($json.output.middle_eastern_average_rating - $json.average_rating) / ($json.std_dev / Math.sqrt($json.output.middle_eastern_total_number_of_reviews)) }}"
},
{
"id": "9bdc187f-3d8d-4030-9143-479eff441b7e",
"name": "population_analysis.z_scores.indigenous",
"type": "number",
"value": "={{ ($json.output.indigenous_average_rating - $json.average_rating) / ($json.std_dev / Math.sqrt($json.output.indigenous_total_number_of_reviews)) }}"
},
{
"id": "0cf11453-dbae-4250-a01a-c98e35aab224",
"name": "population_analysis.z_scores.male",
"type": "number",
"value": "={{ ($json.output.male_average_rating - $json.average_rating) / ($json.std_dev / Math.sqrt($json.output.male_total_number_of_reviews)) }}"
},
{
"id": "35a18fbc-7c2c-40fe-829d-2fffbdb13bb8",
"name": "population_analysis.z_scores.female",
"type": "number",
"value": "={{ ($json.output.female_average_rating - $json.average_rating) / ($json.std_dev / Math.sqrt($json.output.female_total_number_of_reviews)) }}"
},
{
"id": "a6e17c1b-a89b-4c05-8184-10f7248c159f",
"name": "population_analysis.z_scores.trans",
"type": "number",
"value": "={{ ($json.output.trans_average_rating - $json.average_rating) / ($json.std_dev / Math.sqrt($json.output.trans_total_number_of_reviews)) }}"
},
{
"id": "5e7dbccf-3011-4dba-863c-5390c1ee9e50",
"name": "population_analysis.z_scores.hetero",
"type": "number",
"value": "={{ ($json.output.hetero_average_rating - $json.average_rating) / ($json.std_dev / Math.sqrt($json.output.hetero_total_number_of_reviews)) }}"
},
{
"id": "1872152f-2c7e-4c24-bcd5-e2777616bfe2",
"name": "population_analysis.z_scores.lgbtqia",
"type": "number",
"value": "={{ ($json.output.lgbtqia_average_rating - $json.average_rating) / ($json.std_dev / Math.sqrt($json.output.lgbtqia_total_number_of_reviews)) }}"
},
{
"id": "91b2cb00-173e-421a-929a-51d2a6654767",
"name": "population_analysis.z_scores.nondisabled",
"type": "number",
"value": "={{ ($json.output.nondisabled_average_rating - $json.average_rating) / ($json.std_dev / Math.sqrt($json.output.nondisabled_total_number_of_reviews)) }}"
},
{
"id": "8bb7429e-0500-482c-8e8d-d2c63733ffe1",
"name": "population_analysis.z_scores.disabled",
"type": "number",
"value": "={{ ($json.output.disabled_average_rating - $json.average_rating) / ($json.std_dev / Math.sqrt($json.output.disabled_total_number_of_reviews)) }}"
},
{
"id": "89f00d0f-80db-4ad9-bf60-9385aa3d915b",
"name": "population_analysis.z_scores.caregiver",
"type": "number",
"value": "={{ ($json.output.caregiver_average_rating - $json.average_rating) / ($json.std_dev / Math.sqrt($json.output.caregiver_total_number_of_reviews)) }}"
},
{
"id": "0bb2b96c-d882-4ac1-9432-9fce06b26cf5",
"name": "population_analysis.z_scores.parent",
"type": "number",
"value": "={{ ($json.output.parent_average_rating - $json.average_rating) / ($json.std_dev / Math.sqrt($json.output.parent_total_number_of_reviews)) }}"
},
{
"id": "9aae7169-1a25-4fab-b940-7f2cd7ef39d9",
"name": "population_analysis.z_scores.nonparent",
"type": "number",
"value": "={{ ($json.output.nonparent_average_rating - $json.average_rating) / ($json.std_dev / Math.sqrt($json.output.nonparent_total_number_of_reviews)) }}"
},
{
"id": "aac189a0-d6fc-4581-a15d-3e75a0cb370a",
"name": "population_analysis.z_scores.nonveteran",
"type": "number",
"value": "={{ ($json.output.nonveteran_average_rating - $json.average_rating) / ($json.std_dev / Math.sqrt($json.output.nonveteran_total_number_of_reviews)) }}"
},
{
"id": "d40f014a-9c1d-4aea-88ac-d8a3de143931",
"name": "population_analysis.z_scores.veteran",
"type": "number",
"value": "={{ ($json.output.veteran_average_rating - $json.average_rating) / ($json.std_dev / Math.sqrt($json.output.veteran_total_number_of_reviews)) }}"
},
{
"id": "67e0394f-6d55-4e80-8a7d-814635620b1d",
"name": "population_analysis.effect_sizes.hispanic",
"type": "number",
"value": "={{ ($json.output.hispanic_average_rating - $json.average_rating) / $json.std_dev }}"
},
{
"id": "65cd3a22-2c97-4da1-8fcc-cc1af39118f2",
"name": "population_analysis.effect_sizes.white",
"type": "number",
"value": "={{ ($json.output.white_average_rating - $json.average_rating) / $json.std_dev }}"
},
{
"id": "a03bdf0f-e294-4a01-bb08-ddc16e9997a5",
"name": "population_analysis.effect_sizes.pacific_islander",
"type": "number",
"value": "={{ ($json.output.pacific_islander_average_rating - $json.average_rating) / $json.std_dev }}"
},
{
"id": "b0bdc40e-ed5f-475b-9d8b-8cf5beff7002",
"name": "population_analysis.effect_sizes.black",
"type": "number",
"value": "={{ ($json.output.black_average_rating - $json.average_rating) / $json.std_dev }}"
},
{
"id": "45cac3f0-7270-4fa4-8fc4-94914245a77d",
"name": "population_analysis.effect_sizes.middle_eastern",
"type": "number",
"value": "={{ ($json.output.middle_eastern_average_rating - $json.average_rating) / $json.std_dev }}"
},
{
"id": "cf5b7650-8766-45f6-8241-49aea62bf619",
"name": "population_analysis.effect_sizes.indigenous",
"type": "number",
"value": "={{ ($json.output.indigenous_average_rating - $json.average_rating) / $json.std_dev }}"
},
{
"id": "7c6a8d38-02b7-47a1-af44-5eebfb4140ec",
"name": "population_analysis.effect_sizes.male",
"type": "number",
"value": "={{ ($json.output.male_average_rating - $json.average_rating) / $json.std_dev }}"
},
{
"id": "4bf3dba9-4d07-4315-83ce-5fba288a00c9",
"name": "population_analysis.effect_sizes.female",
"type": "number",
"value": "={{ ($json.output.female_average_rating - $json.average_rating) / $json.std_dev }}"
},
{
"id": "d5e980b8-d7a8-4d4c-bcd9-fd9cbd20c729",
"name": "population_analysis.effect_sizes.trans",
"type": "number",
"value": "={{ ($json.output.trans_average_rating - $json.average_rating) / $json.std_dev }}"
},
{
"id": "2c8271c1-b612-4292-9d48-92c342b83727",
"name": "population_analysis.effect_sizes.hetero",
"type": "number",
"value": "={{ ($json.output.hetero_average_rating - $json.average_rating) / $json.std_dev }}"
},
{
"id": "996f2ea0-2e46-424b-9797-2d58fd56b1d3",
"name": "population_analysis.effect_sizes.lgbtqia",
"type": "number",
"value": "={{ ($json.output.lgbtqia_average_rating - $json.average_rating) / $json.std_dev }}"
},
{
"id": "8c987b6e-764d-422e-82de-00bd89269b22",
"name": "population_analysis.effect_sizes.nondisabled",
"type": "number",
"value": "={{ ($json.output.nondisabled_average_rating - $json.average_rating) / $json.std_dev }}"
},
{
"id": "ab796bb7-06ff-4282-b4b3-eefd129c743e",
"name": "population_analysis.effect_sizes.disabled",
"type": "number",
"value": "={{ ($json.output.disabled_average_rating - $json.average_rating) / $json.std_dev }}"
},
{
"id": "a17bf413-a098-4f24-8162-821a6a0ddb5e",
"name": "population_analysis.effect_sizes.caregiver",
"type": "number",
"value": "={{ ($json.output.caregiver_average_rating - $json.average_rating) / $json.std_dev }}"
},
{
"id": "99911e1e-06e8-4bbd-915d-b92b8b37b374",
"name": "population_analysis.effect_sizes.parent",
"type": "number",
"value": "={{ ($json.output.parent_average_rating - $json.average_rating) / $json.std_dev }}"
},
{
"id": "4ddf729b-361e-4d81-a67c-b6c18509e60b",
"name": "population_analysis.effect_sizes.nonparent",
"type": "number",
"value": "={{ ($json.output.nonparent_average_rating - $json.average_rating) / $json.std_dev }}"
},
{
"id": "725b8abb-7f72-45fc-a0c0-0e0a4f2cb131",
"name": "population_analysis.effect_sizes.nonveteran",
"type": "number",
"value": "={{ ($json.output.nonveteran_average_rating - $json.average_rating) / $json.std_dev }}"
},
{
"id": "20e54fa5-2faa-4134-90e5-81224ec9659e",
"name": "population_analysis.effect_sizes.veteran",
"type": "number",
"value": "={{ ($json.output.veteran_average_rating - $json.average_rating) / $json.std_dev }}"
},
{
"id": "2cc6465a-3a1c-4eb5-9e5a-72d41049d81e",
"name": "population_analysis.review_count.asian",
"type": "number",
"value": "={{ $json.output.asian_total_number_of_reviews }}"
},
{
"id": "0a5f6aae-ba21-47b5-8af8-fec2256e4df6",
"name": "population_analysis.review_count.hispanic",
"type": "number",
"value": "={{ $json.output.hispanic_total_number_of_reviews }}"
},
{
"id": "ae124587-7e24-4c1a-a002-ed801f859c30",
"name": "population_analysis.review_count.pacific_islander",
"type": "number",
"value": "={{ $json.output.pacific_islander_total_number_of_reviews }}"
},
{
"id": "fc790196-ca8e-4069-a093-87a413ebbf3e",
"name": "population_analysis.review_count.black",
"type": "number",
"value": "={{ $json.output.black_total_number_of_reviews }}"
},
{
"id": "7fd72701-781e-4e33-b000-174a853b172b",
"name": "population_analysis.review_count.middle_eastern",
"type": "number",
"value": "={{ $json.output.middle_eastern_total_number_of_reviews }}"
},
{
"id": "3751e7da-11a7-4af3-8aa6-1c6d53bcf27d",
"name": "population_analysis.review_count.indigenous",
"type": "number",
"value": "={{ $json.output.indigenous_total_number_of_reviews }}"
},
{
"id": "9ee0cac9-d2dd-4ba0-90ee-b2cdd22d9b77",
"name": "population_analysis.review_count.male",
"type": "number",
"value": "={{ $json.output.male_total_number_of_reviews }}"
},
{
"id": "ae7fcdc7-d373-4c24-9a65-94bd2b5847a8",
"name": "population_analysis.review_count.female",
"type": "number",
"value": "={{ $json.output.female_total_number_of_reviews }}"
},
{
"id": "3f53d065-269f-425a-b27d-dc5a3dbb6141",
"name": "population_analysis.review_count.trans",
"type": "number",
"value": "={{ $json.output.trans_total_number_of_reviews }}"
},
{
"id": "d15e976e-7599-4df0-9e65-8047b7a4cda8",
"name": "population_analysis.review_count.hetero",
"type": "number",
"value": "={{ $json.output.hetero_total_number_of_reviews }}"
},
{
"id": "c8b786d3-a980-469f-bf0e-de70ad44f0ea",
"name": "population_analysis.review_count.lgbtqia",
"type": "number",
"value": "={{ $json.output.lgbtqia_total_number_of_reviews }}"
},
{
"id": "e9429215-0858-4482-964a-75de7978ecbb",
"name": "population_analysis.review_count.nondisabled",
"type": "number",
"value": "={{ $json.output.nondisabled_total_number_of_reviews }}"
},
{
"id": "2c6e53c4-eab1-42aa-b956-ee882832f569",
"name": "population_analysis.review_count.disabled",
"type": "number",
"value": "={{ $json.output.disabled_total_number_of_reviews }}"
},
{
"id": "b5edfa25-ab11-4b94-9670-4d5589a62498",
"name": "population_analysis.review_count.caregiver",
"type": "number",
"value": "={{ $json.output.caregiver_total_number_of_reviews }}"
},
{
"id": "41084e96-c42f-4bb0-ac1a-883b46537fca",
"name": "population_analysis.review_count.parent",
"type": "number",
"value": "={{ $json.output.parent_total_number_of_reviews }}"
},
{
"id": "96496a38-9311-4ade-bd2f-2943d1d92314",
"name": "population_analysis.review_count.nonparent",
"type": "number",
"value": "={{ $json.output.nonparent_total_number_of_reviews }}"
},
{
"id": "5071771d-5f41-43cb-a8ce-e4e40ed3519b",
"name": "population_analysis.review_count.nonveteran",
"type": "number",
"value": "={{ $json.output.nonveteran_total_number_of_reviews }}"
},
{
"id": "2358e782-70da-4964-b625-5fe1946b5250",
"name": "population_analysis.review_count.veteran",
"type": "number",
"value": "={{ $json.output.veteran_total_number_of_reviews }}"
}
]
}
},
"typeVersion": 3.4
},
{
"id": "85536931-839a-476b-b0dd-fa6d01c6d5c1",
"name": "Format dataset for scatterplot",
"type": "n8n-nodes-base.code",
"position": [
3340,
760
],
"parameters": {
"jsCode": "// Iterate through the input data and format the dataset for QuickChart\nfor (const item of $input.all()) {\n // Ensure the data object exists and initialize datasets\n item.json.data = {\n datasets: []\n };\n\n const z_scores = item.json.population_analysis.z_scores;\n const effect_sizes = item.json.population_analysis.effect_sizes;\n const review_count = item.json.population_analysis.review_count;\n\n // Ensure z_scores, effect_sizes, and review_count are defined and are objects\n if (z_scores && effect_sizes && review_count && typeof z_scores === 'object' && typeof effect_sizes === 'object' && typeof review_count === 'object') {\n // Initialize the dataset object\n const dataset = {\n label: 'Demographics Data',\n data: []\n };\n\n // Iterate through the demographic keys\n for (const key in z_scores) {\n // Check if review count for the demographic is greater than 0\n if (z_scores.hasOwnProperty(key) && effect_sizes.hasOwnProperty(key) && review_count[key] > 0) {\n\n // Add each demographic point to the dataset\n dataset.data.push({\n x: z_scores[key], // x = z_score\n y: effect_sizes[key], // y = effect_size\n label: $('Define dictionary of demographic keys').first().json[key],\n });\n }\n }\n\n // Only add the dataset if it contains data\n if (dataset.data.length > 0) {\n item.json.data.datasets.push(dataset);\n }\n\n delete item.json.population_analysis\n }\n}\n\n// Return the updated input with the data object containing datasets and labels\nreturn $input.all();\n"
},
"typeVersion": 2
},
{
"id": "957b9f6c-7cf8-4ec6-aec7-a7d59ed3a4ad",
"name": "Specify additional parameters for scatterplot",
"type": "n8n-nodes-base.set",
"position": [
3540,
760
],
"parameters": {
"options": {
"ignoreConversionErrors": false
},
"assignments": {
"assignments": [
{
"id": "5cd507f6-6835-4d2e-8329-1b5d24a3fc15",
"name": "type",
"type": "string",
"value": "scatter"
},
{
"id": "80b6f981-e3c7-4c6e-a0a1-f30d028fe15e",
"name": "options",
"type": "object",
"value": "={\n \"title\": {\n \"display\": true,\n \"position\": \"top\",\n \"fontSize\": 12,\n \"fontFamily\": \"sans-serif\",\n \"fontColor\": \"#666666\",\n \"fontStyle\": \"bold\",\n \"padding\": 10,\n \"lineHeight\": 1.2,\n \"text\": \"{{ $('SET company_name').item.json.company_name }} Workplace Population Bias\"\n },\n \"legend\": {\n \"display\": false\n },\n \"scales\": {\n \"xAxes\": [\n {\n \"scaleLabel\": {\n \"display\": true,\n \"labelString\": \"Z-Score\",\n \"fontColor\": \"#666666\",\n \"fontSize\": 12,\n \"fontFamily\": \"sans-serif\"\n }\n }\n ],\n \"yAxes\": [\n {\n \"scaleLabel\": {\n \"display\": true,\n \"labelString\": \"Effect Score\",\n \"fontColor\": \"#666666\",\n \"fontSize\": 12,\n \"fontFamily\": \"sans-serif\"\n }\n }\n ]\n },\n \"plugins\": {\n \"datalabels\": {\n \"display\": true,\n \"align\": \"top\",\n \"anchor\": \"center\",\n \"backgroundColor\": \"#eee\",\n \"borderColor\": \"#ddd\",\n \"borderRadius\": 6,\n \"borderWidth\": 1,\n \"padding\": 4,\n \"color\": \"#000\",\n \"font\": {\n \"family\": \"sans-serif\",\n \"size\": 10,\n \"style\": \"normal\"\n }\n }\n }\n }"
}
]
},
"includeOtherFields": true
},
"typeVersion": 3.4
},
{
"id": "a937132c-43fc-4fa0-ae35-885da89e51d1",
"name": "Quickchart Scatterplot",
"type": "n8n-nodes-base.httpRequest",
"position": [
3740,
760
],
"parameters": {
"url": "https://quickchart.io/chart",
"options": {},
"sendQuery": true,
"queryParameters": {
"parameters": [
{
"name": "c",
"value": "={{ $json.toJsonString() }}"
},
{
"name": "Content-Type",
"value": "application/json"
},
{
"name": "encoding",
"value": "url"
}
]
}
},
"typeVersion": 4.2
},
{
"id": "ede1931e-bac8-4279-b3a7-5980a190e324",
"name": "QuickChart Bar Chart",
"type": "n8n-nodes-base.quickChart",
"position": [
3740,
560
],
"parameters": {
"data": "={{ $json.population_analysis.effect_sizes.values() }}",
"output": "bar_chart",
"labelsMode": "array",
"labelsArray": "={{ $json.population_analysis.effect_sizes.keys() }}",
"chartOptions": {
"format": "png"
},
"datasetOptions": {
"label": "={{ $('SET company_name').item.json.company_name }} Effect Size on Employee Experience"
}
},
"typeVersion": 1
},
{
"id": "6122fec0-619c-48d3-ad2c-05ed55ba2275",
"name": "Sticky Note",
"type": "n8n-nodes-base.stickyNote",
"position": [
480,
40
],
"parameters": {
"color": 7,
"width": 3741.593083126444,
"height": 1044.8111554136713,
"content": "# Spot Workplace Discrimination Patterns using ScrapingBee, Glassdoor, OpenAI, and QuickChart\n"
},
"typeVersion": 1
},
{
"id": "5cda63e8-f31b-46f6-8cb2-41d1856ac537",
"name": "Sticky Note1",
"type": "n8n-nodes-base.stickyNote",
"position": [
900,
180
],
"parameters": {
"color": 4,
"width": 1237.3377621763516,
"height": 575.9439659309116,
"content": "## Use ScrapingBee to gather raw data from Glassdoor"
},
"typeVersion": 1
},
{
"id": "28d247b2-9020-4280-83d2-d6583622c0b7",
"name": "Sticky Note2",
"type": "n8n-nodes-base.stickyNote",
"position": [
920,
240
],
"parameters": {
"color": 7,
"width": 804.3951263154196,
"height": 125.73173301324687,
"content": "### Due to javascript restrictions, a normal HTTP request cannot be used to gather user-reported details from Glassdoor. \n\nInstead, [ScrapingBee](https://www.scrapingbee.com/) offers a great tool with a very generous package of free tokens per month, which works out to roughly 4-5 runs of this workflow."
},
"typeVersion": 1
},
{
"id": "d65a239c-06d2-470b-b24a-23ec00a9f148",
"name": "Sticky Note3",
"type": "n8n-nodes-base.stickyNote",
"position": [
2180,
99.69933502879758
],
"parameters": {
"color": 5,
"width": 311.0523273992095,
"height": 843.8786512173932,
"content": "## Extract details with AI"
},
"typeVersion": 1
},
{
"id": "3cffd188-62a1-43a7-a67f-548e21d2b187",
"name": "Sticky Note4",
"type": "n8n-nodes-base.stickyNote",
"position": [
2516.1138215303854,
100
],
"parameters": {
"color": 7,
"width": 423.41585047129973,
"height": 309.71740416262054,
"content": "### Calculate variance and standard deviation from review rating distributions."
},
"typeVersion": 1
},
{
"id": "b5015c07-03e3-47d4-9469-e831b2c755c0",
"name": "Sticky Note6",
"type": "n8n-nodes-base.stickyNote",
"position": [
3320,
706.46982689582
],
"parameters": {
"color": 5,
"width": 639.5579220386832,
"height": 242.80759628871897,
"content": "## Formatting datasets for Scatterplot"
},
"typeVersion": 1
},
{
"id": "e52bb9d9-617a-46f5-b217-a6f670b6714c",
"name": "Sticky Note7",
"type": "n8n-nodes-base.stickyNote",
"position": [
500,
120
],
"parameters": {
"width": 356.84794255678776,
"height": 186.36110628732342,
"content": "## How this workflow works\n1. Replace ScrapingBee and OpenAI credentials\n2. Replace company_name with company of choice (workflow performs better with larger US-based organizations)\n3. Preview QuickChart data visualizations and AI data analysis"
},
"typeVersion": 1
},
{
"id": "d83c07a3-04ed-418f-94f1-e70828cba8b2",
"name": "Sticky Note8",
"type": "n8n-nodes-base.stickyNote",
"position": [
500,
880
],
"parameters": {
"color": 6,
"width": 356.84794255678776,
"height": 181.54335665904924,
"content": "### Inspired by [Wes Medford's Medium Post](https://medium.com/@wryanmedford/an-open-letter-to-twilios-leadership-f06f661ecfb4)\n\nWes performed the initial data analysis highlighting problematic behaviors at Twilio. I wanted to try and democratize the data analysis they performed for those less technical.\n\n**Hi, Wes!**"
},
"typeVersion": 1
},
{
"id": "ed0c1b4a-99fe-4a27-90bb-ac38dd20810b",
"name": "Sticky Note9",
"type": "n8n-nodes-base.stickyNote",
"position": [
4020,
880
],
"parameters": {
"color": 7,
"width": 847.5931795867759,
"height": 522.346478008115,
"content": "![image](https://quickchart.io/chart?c=%7B%0A%20%20%22type%22%3A%20%22scatter%22%2C%0A%20%20%22data%22%3A%20%7B%0A%20%20%20%20%22datasets%22%3A%20%5B%0A%20%20%20%20%20%20%7B%0A%20%20%20%20%20%20%20%20%22label%22%3A%20%22Demographics%20Data%22%2C%0A%20%20%20%20%20%20%20%20%22data%22%3A%20%5B%0A%20%20%20%20%20%20%20%20%20%20%7B%0A%20%20%20%20%20%20%20%20%20%20%20%20%22x%22%3A%201.1786657494327952%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%22y%22%3A%200.16190219204909295%0A%20%20%20%20%20%20%20%20%20%20%7D%2C%0A%20%20%20%20%20%20%20%20%20%20%7B%0A%20%20%20%20%20%20%20%20%20%20%20%20%22x%22%3A%200.5119796850491362%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%22y%22%3A%200.0809510960245463%0A%20%20%20%20%20%20%20%20%20%20%7D%2C%0A%20%20%20%20%20%20%20%20%20%20%7B%0A%20%20%20%20%20%20%20%20%20%20%20%20%22x%22%3A%20-0.9300572848378476%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%22y%22%3A%20-0.16190219204909329%0A%20%20%20%20%20%20%20%20%20%20%7D%2C%0A%20%20%20%20%20%20%20%20%20%20%7B%0A%20%20%20%20%20%20%20%20%20%20%20%20%22x%22%3A%20-0.42835293687811976%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%22y%22%3A%20-0.16190219204909329%0A%20%20%20%20%20%20%20%20%20%20%7D%2C%0A%20%20%20%20%20%20%20%20%20%20%7B%0A%20%20%20%20%20%20%20%20%20%20%20%20%22x%22%3A%20-1.0890856121128139%2C%0A%20%20%20%20%20%20%20%20%20%20%20%20%22y%22%3A%20-0.08095109602454664%0A%20%20%20%20%20%20%20%20%20%20%7D%2C%0A%20%20%20%20%20%20%20%
Credentials you'll need
Each integration node will prompt for credentials when you import. We strip credential IDs before publishing — you'll add your own.
httpQueryAuthopenAiApi
About this workflow
Spot Workplace Discrimination Patterns with AI. Uses manualTrigger, lmChatOpenAi, httpRequest, html. Event-driven trigger; 38 nodes.
Source: https://github.com/Zie619/n8n-workflows — original creator credit. Request a take-down →