commit f1400a595c24d6f54e41b257a8abcceaa7c3f870 · dunkirk.sh/filter-college-spam

+17

classifier.ts

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               if (/\bacceptance\s+rate\b|\bhigh\s+acceptance\b|\bpre[- ]admit(ted)?\b|\bautomatic\s+admission\b/.test(combined)) {

     

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                 return null;

     

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               }

     

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       +
               // Exclude marketing about future admission decisions

     

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       +
               if (/\byou\s+will\s+(also\s+)?receive\s+(an?\s+)?(accelerated\s+)?admission\s+decision\b/.test(combined)) {

     

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                 return null;

     

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               }

     

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               if (/\breceive\s+an\s+admission\s+decision\s+within\b/.test(combined)) {

     

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                 return null;

     

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               }

     

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               return {

     

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                 pertains: true,

     

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                 reason: "Accepted student portal/deposit information",

     
···

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             /\bhow\s+is\s+your\s+college\s+search\b/,

     

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             /\bstart\s+(your\s+)?college\s+search\b/,

     

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             /\bexplore\s+(our\s+)?(programs|campus)\b/,

     

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       +
             

     

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             // Unsolicited outreach patterns

     

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             /\bi\s+hope\s+you\s+have\s+been\s+receiving\s+my\s+emails\b/,

     

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       309
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             /\bam\s+i\s+reaching\b/,

     

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             /\byou\s+are\s+on\s+.*\s+(radar|list)\b/,

     

       311
       311
       +
             /\bi\s+want\s+to\s+make\s+sure\s+you\s+know\b/,

     

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             /\byou'?re\s+invited\s+to\s+submit\b/,

     

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             /\bi'?m\s+eager\s+to\s+consider\s+you\b/,

     

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       314
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             /\bsubmit\s+your\s+.*\s+application\b/,

     

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       +
             /\bpriority\s+status\b.*\bsubmit.*application\b/,

     

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             // Priority deadline extensions (spam)

     

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             /\bextended.*\bpriority\s+deadline\b/,

+38 -5

college_emails_export_2025-12-05_labeled.json

···

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       {

     

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         "source_file": "college_emails_export_2025-12-05.json",

     

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         "labeled_at": "2025-12-05T22:19:12.266Z",

     

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         "total_count": 56,

     

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         "labeled_count": 56,

     

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         "exported_at": "2025-12-07T16:36:04.975Z",

     

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         "total_count": 58,

     

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         "label": "College/Auto",

     

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         "emails": [

     

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           {

     

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             "thread_id": "19af0937a8d60bbd",

     
···

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             "reason": "didn't apply dont care",

     

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             "confidence": "high",

     

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             "labeled_at": "2025-12-05T22:29:11.111Z"

     

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           },

     

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           {

     

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             "thread_id": "19af8fe1f77f4557",

     

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             "subject": "Take the world by STORM",

     

       961
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             "from": "Lake Erie College <lecadmission_at_lec-info.org_pulp-flint-maybe@duck.com>",

     

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             "to": "Kieran Klukas <pulp-flint-maybe@duck.com>",

     

       963
       963
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             "cc": "",

     

       964
       964
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             "date": "2025-12-07T13:26:30.000Z",

     

       965
       965
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             "body": "Dear Kieran,\r\n\r\n \r\n\r\nI want to make sure you know you are on Lake Erie College's radar!\r\nYou're invited to submit your STORM Application [\r\nhttps://my.lec-info.org/f/r/b6eb082ea781c763d6a1486cc?ct=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&\r\n] as soon as possible.\r\n\r\n \r\n\r\nTo make applying easier, we ask for no application fee and test scores\r\nare optional. Plus, we won't keep you waiting – you'll receive an\r\nadmission decision within two weeks of submitting your application\r\nmaterials. You'll also be considered for scholarships automatically.\r\n\r\n \r\n\r\nYou may even apply to LEC with the Common App [\r\nhttps://my.lec-info.org/f/r/920c18dda092b99178974d904?ct=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%3D%3D&\r\n] if you prefer. You'll enjoy all the advantages mentioned above.\r\n\r\n \r\n\r\nI chose you to apply because you seem like someone who wants to see\r\nthe world become a better place, and LEC won't ask you to abandon that\r\nvision. We base our curriculum around the idea that you _can_ effect\r\nchange, and we'll help you develop the skills that make action happen.\r\n\r\n \r\n\r\nThat's a long way of saying: _You'll take the world by storm,\r\nKieran._\r\n\r\n \r\n\r\nI can't wait to learn more about you when I receive your STORM\r\nApplication [\r\nhttps://my.lec-info.org/f/r/b6eb082ea781c763d6a1486cc?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czoxNDoiY2FtcGFpZ24uZXZlbnQiO2k6MTtpOjY3Mjt9czo1OiJlbWFpbCI7aToyNDI7czo0OiJzdGF0IjtzOjIyOiI2OTM1ODA3ZjJkNjk0NzMwODAxNjQwIjtzOjk6InNlbnRfdGltZSI7aToxNzY1MTEzOTgzO3M6NDoibGVhZCI7czo2OiI0NTY4MzUiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI0Mjt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjE5NToiaHR0cHM6Ly9hcHBseS5sZWMtaW5mby5vcmcvP3V0bV9jYW1wYWlnbj1mYXN0JnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0zZjIwYzNiNi05MzliLTQ2OWYtOGY0NC1kNmY5MmY1ZWIyNTEmVVRNX3JjcmQ9YWFiNTFmN2QtZDA2Zi00M2M3LThiMDAtNDhjMDlkNDlmNmNkIjt9&\r\n] or the Common App [\r\nhttps://my.lec-info.org/f/r/920c18dda092b99178974d904?ct=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%3D%3D&\r\n]. \r\n\r\n \r\n\r\nSincerely,\r\n\r\nAshley Mayse, MBA\r\nVice President for Enrollment\r\nLake Erie College\r\n391 W Washington St\r\nPainesville, Ohio 44077\r\n\r\n[\r\nhttps://my.lec-info.org/f/r/f616f8bda0b4f167497b5a61b?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czoxNDoiY2FtcGFpZ24uZXZlbnQiO2k6MTtpOjY3Mjt9czo1OiJlbWFpbCI7aToyNDI7czo0OiJzdGF0IjtzOjIyOiI2OTM1ODA3ZjJkNjk0NzMwODAxNjQwIjtzOjk6InNlbnRfdGltZSI7aToxNzY1MTEzOTgzO3M6NDoibGVhZCI7czo2OiI0NTY4MzUiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI0Mjt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjE5OToiaHR0cHM6Ly93d3cubGVjLmVkdS8%2FdXRtX2NhbXBhaWduPWNyb3NzJnV0bV9zb3VyY2U9ZW5yb2xsMzYwJnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9bGVhcm4mdXRtX3Rlcm09c2lnbmVyJnRubnQ9M2YyMGMzYjYtOTM5Yi00NjlmLThmNDQtZDZmOTJmNWViMjUxJlVUTV9yY3JkPWFhYjUxZjdkLWQwNmYtNDNjNy04YjAwLTQ4YzA5ZDQ5ZjZjZCI7fQ%3D%3D&\r\n]\r\n\r\nP.S. Whether you want a career in communication or chemistry, we're\r\ndedicated to guiding you on your path to self-discovery, creative\r\nproblem-solving, and personal development, all with an eye for ethical\r\nbalance. If you have any questions, be sure to give our Office of\r\nAdmission a call at (440) 375-7050.\r\n\r\nWe received your information from\r\nyour Appily college research.\r\n\r\nBrowse to https://my.lec-info.org/email/unsubscribe/6935807f2d694730801640/pulp-flint-maybe@duck.com/616a252b90a4e6b2f4455568ce8ade8218104236e64a47c627d0bdd521c6a231 to no longer receive emails from this company.\r\n",

     

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             "labels": [

     

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               "College/Auto"

     

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             ],

     

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             "is_in_inbox": false,

     

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             "pertains": false,

     

       971
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             "reason": "Marketing/unsolicited outreach",

     

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             "confidence": "high",

     

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             "labeled_at": "2025-12-07T16:36:04.973Z"

     

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           },

     

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           {

     

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             "thread_id": "19af8fa37fbd2983",

     

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             "subject": "Am I reaching Kieran?",

     

       978
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             "from": "Wilmington College <WilmingtonCollege_at_Go-Wilmington.org_l9k069g0@duck.com>",

     

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             "to": "Kieran Klukas <l9k069g0@duck.com>",

     

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             "cc": "",

     

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             "date": "2025-12-07T13:22:14.000Z",

     

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             "body": "Kieran, I hope you have been receiving my emails!\r\n\r\n \r\n\r\nI'll keep this one short. I'm eager to consider you for our next\r\nincoming class at Wilmington College in Ohio, and I have several\r\n_priority status_ advantages to offer when you submit your Application\r\nfor Admission [\r\nhttps://learn.go-wilmington.org/f/r/0a90c5a89271c49cf51f89aaf?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czoxNDoiY2FtcGFpZ24uZXZlbnQiO2k6MTtpOjgxMTt9czo1OiJlbWFpbCI7aToyNDA7czo0OiJzdGF0IjtzOjIyOiI2OTM1N2Y3MWQxNjFhMDg0OTkxMzIwIjtzOjk6InNlbnRfdGltZSI7aToxNzY1MTEzNzEzO3M6NDoibGVhZCI7czo2OiI1MzA4MjMiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI0MDt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjI2MzoiaHR0cHM6Ly93aWxtaW5ndG9uY29sbGVnZS5teS5zaXRlLmNvbS9BcHBseS9UWF9TaXRlTG9naW4%2Fc3RhcnRVUkw9JTJGQXBwbHklMkZUYXJnZXRYX1BvcnRhbF9fUEI%2FdXRtX2NhbXBhaWduPWZhc3QmdXRtX3NvdXJjZT1lbnJvbGwzNjBfYXBwbHkmdXRtX21lZGl1bT1lbWFpbCZ1dG1fY29udGVudD1hcHBseSZ0bm50PTIxNjA0OTk2LTBkODgtNDJlOC04ODZiLWZlYjFlY2I2YWJhZSZVVE1fcmNyZD0zYWQ2ODNkNi00Yzc0LTQ0YjQtYjE5ZC1iYjgwNGFlZDg0ZDkiO30%3D&\r\n] or the Common App [\r\nhttps://learn.go-wilmington.org/f/r/e0d4e40137f0704c14cbde677?ct=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%3D&\r\n].\r\n\r\n* No application fee\r\n* No required essay or recommendation\r\n* Optional test-score submission\r\n* Automatic scholarship consideration\r\n\r\nRemember that you will also receive an accelerated admission decision,\r\nwhich means you'll have plenty of time to consider your options —\r\nand I think you will definitely want to consider WC!\r\n\r\n \r\n\r\nYour Fightin' Quaker future is waiting, Kieran. Take\r\na moment and apply to WC today with our Application for Admission [\r\nhttps://learn.go-wilmington.org/f/r/0a90c5a89271c49cf51f89aaf?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czoxNDoiY2FtcGFpZ24uZXZlbnQiO2k6MTtpOjgxMTt9czo1OiJlbWFpbCI7aToyNDA7czo0OiJzdGF0IjtzOjIyOiI2OTM1N2Y3MWQxNjFhMDg0OTkxMzIwIjtzOjk6InNlbnRfdGltZSI7aToxNzY1MTEzNzEzO3M6NDoibGVhZCI7czo2OiI1MzA4MjMiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI0MDt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjI2MzoiaHR0cHM6Ly93aWxtaW5ndG9uY29sbGVnZS5teS5zaXRlLmNvbS9BcHBseS9UWF9TaXRlTG9naW4%2Fc3RhcnRVUkw9JTJGQXBwbHklMkZUYXJnZXRYX1BvcnRhbF9fUEI%2FdXRtX2NhbXBhaWduPWZhc3QmdXRtX3NvdXJjZT1lbnJvbGwzNjBfYXBwbHkmdXRtX21lZGl1bT1lbWFpbCZ1dG1fY29udGVudD1hcHBseSZ0bm50PTIxNjA0OTk2LTBkODgtNDJlOC04ODZiLWZlYjFlY2I2YWJhZSZVVE1fcmNyZD0zYWQ2ODNkNi00Yzc0LTQ0YjQtYjE5ZC1iYjgwNGFlZDg0ZDkiO30%3D&\r\n] or the Common App [\r\nhttps://learn.go-wilmington.org/f/r/e0d4e40137f0704c14cbde677?ct=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%3D&\r\n].\r\n\r\n \r\n\r\nSincerely,\r\n\r\n \r\n\r\n@font-face {\r\n  font-family: 'Cantarell';\r\n  font-style: italic;\r\n  font-weight: 400;\r\n  font-display: swap;\r\n  src: 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url(\"https://learn.go-wilmington.org/f/r/e8a7163debb946a3be8f38ef0?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czoxNDoiY2FtcGFpZ24uZXZlbnQiO2k6MTtpOjgxMTt9czo1OiJlbWFpbCI7aToyNDA7czo0OiJzdGF0IjtzOjIyOiI2OTM1N2Y3MWQxNjFhMDg0OTkxMzIwIjtzOjk6InNlbnRfdGltZSI7aToxNzY1MTEzNzEzO3M6NDoibGVhZCI7czo2OiI1MzA4MjMiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI0MDt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjE0NjoiaHR0cHM6Ly91c2UudHlwZWtpdC5uZXQvYWYvM2UzMGJkLzAwMDAwMDAwMDAwMDAwMDA3NzM1OTk0OS8zMC9kP3ByaW1lcj03Y2RjYjQ0YmU0YTdkYjg4NzdmZmE1YzAwMDdiOGRkODY1YjNiYmMzODM4MzFmZTJlYTE3N2Y2MjI1N2E5MTkxJmZ2ZD1pNyZ2PTMiO30%3D&\") format(\"woff\");\r\n  font-display:auto;font-style:italic;font-weight:700;font-stretch:normal;\r\n  mso-font-alt: Arial, sans-serif;\r\n}\r\n\r\ntd,\r\np,\r\np span,\r\nul,\r\nli {\r\n  font-family: 'Cantarell', 'Source Sans Pro', Arial, Helvetica, sans-serif !important;\r\n  letter-spacing: -0.33px !important;\r\n  line-height: 1.4;\r\n}\r\n\r\n.signer-name {\r\n  margin: 0;\r\n  padding: 0;\r\n  color: #005847 !important;\r\n  font-size: 18px;\r\n  line-height: 1.4;\r\n  font-family: 'museo', 'Cantarell', 'Source Sans Pro', Arial, Helvetica, sans-serif !important;\r\n}\r\n\r\nDanny Harp\r\n\r\nDirector of Admission\r\n\r\nWilmington College\r\n\r\n1870 Quaker Way\r\nWilmington, OH 45177\r\n\r\nwww.wilmington.edu\r\n\r\n\r\n\t\r\n\t\t\r\n\t\t\t\r\n\t\t\r\n\t\r\n\r\n\r\nWe received your information from\r\nyour Appily college research.\r\n\r\nBrowse to https://learn.go-wilmington.org/email/unsubscribe/69357f71d161a084991320/l9k069g0@duck.com/44d5fd19e7b3a4133d4d5655659eb7b79d6930e9f0b4568fe6755c8f339ac3f8 to no longer receive emails from this company.\r\n",

     

       983
       983
       +
             "labels": [

     

       984
       984
       +
               "College/Auto"

     

       985
       985
       +
             ],

     

       986
       986
       +
             "is_in_inbox": false,

     

       987
       987
       +
             "pertains": false,

     

       988
       988
       +
             "reason": "Marketing/unsolicited outreach",

     

       989
       989
       +
             "confidence": "high",

     

       990
       990
       +
             "labeled_at": "2025-12-07T16:36:04.975Z"

     

       958
       991
        
           }

     

       959
       992
        
         ]

     

       960
       960
       -
       }
     

       993
       993
       +
       }

+33

college_emails_export_2025-12-07.json

···

       1
       1
       +
       {

     

       2
       2
       +
         "exported_at": "2025-12-07T16:31:21.382Z",

     

       3
       3
       +
         "total_count": 2,

     

       4
       4
       +
         "label": "College/Auto",

     

       5
       5
       +
         "emails": [

     

       6
       6
       +
           {

     

       7
       7
       +
             "thread_id": "19af8fe1f77f4557",

     

       8
       8
       +
             "subject": "Take the world by STORM",

     

       9
       9
       +
             "from": "Lake Erie College <lecadmission_at_lec-info.org_pulp-flint-maybe@duck.com>",

     

       10
       10
       +
             "to": "Kieran Klukas <pulp-flint-maybe@duck.com>",

     

       11
       11
       +
             "cc": "",

     

       12
       12
       +
             "date": "2025-12-07T13:26:30.000Z",

     

       13
       13
       +
             "body": "Dear Kieran,\r\n\r\n \r\n\r\nI want to make sure you know you are on Lake Erie College's radar!\r\nYou're invited to submit your STORM Application [\r\nhttps://my.lec-info.org/f/r/b6eb082ea781c763d6a1486cc?ct=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&\r\n] as soon as possible.\r\n\r\n \r\n\r\nTo make applying easier, we ask for no application fee and test scores\r\nare optional. Plus, we won't keep you waiting – you'll receive an\r\nadmission decision within two weeks of submitting your application\r\nmaterials. You'll also be considered for scholarships automatically.\r\n\r\n \r\n\r\nYou may even apply to LEC with the Common App [\r\nhttps://my.lec-info.org/f/r/920c18dda092b99178974d904?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czoxNDoiY2FtcGFpZ24uZXZlbnQiO2k6MTtpOjY3Mjt9czo1OiJlbWFpbCI7aToyNDI7czo0OiJzdGF0IjtzOjIyOiI2OTM1ODA3ZjJkNjk0NzMwODAxNjQwIjtzOjk6InNlbnRfdGltZSI7aToxNzY1MTEzOTgzO3M6NDoibGVhZCI7czo2OiI0NTY4MzUiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI0Mjt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjIwODoiaHR0cHM6Ly9hcHBseS5jb21tb25hcHAub3JnL2xvZ2luP21hPTM5Mj91dG1fY2FtcGFpZ249ZmFzdCZ1dG1fc291cmNlPWVucm9sbDM2MF9hcHBseSZ1dG1fbWVkaXVtPWVtYWlsJnV0bV9jb250ZW50PWFwcGx5JnRubnQ9M2YyMGMzYjYtOTM5Yi00NjlmLThmNDQtZDZmOTJmNWViMjUxJlVUTV9yY3JkPWFhYjUxZjdkLWQwNmYtNDNjNy04YjAwLTQ4YzA5ZDQ5ZjZjZCI7fQ%3D%3D&\r\n] if you prefer. You'll enjoy all the advantages mentioned above.\r\n\r\n \r\n\r\nI chose you to apply because you seem like someone who wants to see\r\nthe world become a better place, and LEC won't ask you to abandon that\r\nvision. We base our curriculum around the idea that you _can_ effect\r\nchange, and we'll help you develop the skills that make action happen.\r\n\r\n \r\n\r\nThat's a long way of saying: _You'll take the world by storm,\r\nKieran._\r\n\r\n \r\n\r\nI can't wait to learn more about you when I receive your STORM\r\nApplication [\r\nhttps://my.lec-info.org/f/r/b6eb082ea781c763d6a1486cc?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czoxNDoiY2FtcGFpZ24uZXZlbnQiO2k6MTtpOjY3Mjt9czo1OiJlbWFpbCI7aToyNDI7czo0OiJzdGF0IjtzOjIyOiI2OTM1ODA3ZjJkNjk0NzMwODAxNjQwIjtzOjk6InNlbnRfdGltZSI7aToxNzY1MTEzOTgzO3M6NDoibGVhZCI7czo2OiI0NTY4MzUiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI0Mjt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjE5NToiaHR0cHM6Ly9hcHBseS5sZWMtaW5mby5vcmcvP3V0bV9jYW1wYWlnbj1mYXN0JnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0zZjIwYzNiNi05MzliLTQ2OWYtOGY0NC1kNmY5MmY1ZWIyNTEmVVRNX3JjcmQ9YWFiNTFmN2QtZDA2Zi00M2M3LThiMDAtNDhjMDlkNDlmNmNkIjt9&\r\n] or the Common App [\r\nhttps://my.lec-info.org/f/r/920c18dda092b99178974d904?ct=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%3D%3D&\r\n]. \r\n\r\n \r\n\r\nSincerely,\r\n\r\nAshley Mayse, MBA\r\nVice President for Enrollment\r\nLake Erie College\r\n391 W Washington St\r\nPainesville, Ohio 44077\r\n\r\n[\r\nhttps://my.lec-info.org/f/r/f616f8bda0b4f167497b5a61b?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czoxNDoiY2FtcGFpZ24uZXZlbnQiO2k6MTtpOjY3Mjt9czo1OiJlbWFpbCI7aToyNDI7czo0OiJzdGF0IjtzOjIyOiI2OTM1ODA3ZjJkNjk0NzMwODAxNjQwIjtzOjk6InNlbnRfdGltZSI7aToxNzY1MTEzOTgzO3M6NDoibGVhZCI7czo2OiI0NTY4MzUiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI0Mjt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjE5OToiaHR0cHM6Ly93d3cubGVjLmVkdS8%2FdXRtX2NhbXBhaWduPWNyb3NzJnV0bV9zb3VyY2U9ZW5yb2xsMzYwJnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9bGVhcm4mdXRtX3Rlcm09c2lnbmVyJnRubnQ9M2YyMGMzYjYtOTM5Yi00NjlmLThmNDQtZDZmOTJmNWViMjUxJlVUTV9yY3JkPWFhYjUxZjdkLWQwNmYtNDNjNy04YjAwLTQ4YzA5ZDQ5ZjZjZCI7fQ%3D%3D&\r\n]\r\n\r\nP.S. Whether you want a career in communication or chemistry, we're\r\ndedicated to guiding you on your path to self-discovery, creative\r\nproblem-solving, and personal development, all with an eye for ethical\r\nbalance. If you have any questions, be sure to give our Office of\r\nAdmission a call at (440) 375-7050.\r\n\r\nWe received your information from\r\nyour Appily college research.\r\n\r\nBrowse to https://my.lec-info.org/email/unsubscribe/6935807f2d694730801640/pulp-flint-maybe@duck.com/616a252b90a4e6b2f4455568ce8ade8218104236e64a47c627d0bdd521c6a231 to no longer receive emails from this company.\r\n",

     

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             "labels": [

     

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               "College/Auto"

     

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             ],

     

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             "is_in_inbox": false

     

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           {

     

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             "thread_id": "19af8fa37fbd2983",

     

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             "subject": "Am I reaching Kieran?",

     

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             "from": "Wilmington College <WilmingtonCollege_at_Go-Wilmington.org_l9k069g0@duck.com>",

     

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             "to": "Kieran Klukas <l9k069g0@duck.com>",

     

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             "cc": "",

     

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             "date": "2025-12-07T13:22:14.000Z",

     

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             "body": "Kieran, I hope you have been receiving my emails!\r\n\r\n \r\n\r\nI'll keep this one short. I'm eager to consider you for our next\r\nincoming class at Wilmington College in Ohio, and I have several\r\n_priority status_ advantages to offer when you submit your Application\r\nfor Admission [\r\nhttps://learn.go-wilmington.org/f/r/0a90c5a89271c49cf51f89aaf?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czoxNDoiY2FtcGFpZ24uZXZlbnQiO2k6MTtpOjgxMTt9czo1OiJlbWFpbCI7aToyNDA7czo0OiJzdGF0IjtzOjIyOiI2OTM1N2Y3MWQxNjFhMDg0OTkxMzIwIjtzOjk6InNlbnRfdGltZSI7aToxNzY1MTEzNzEzO3M6NDoibGVhZCI7czo2OiI1MzA4MjMiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI0MDt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjI2MzoiaHR0cHM6Ly93aWxtaW5ndG9uY29sbGVnZS5teS5zaXRlLmNvbS9BcHBseS9UWF9TaXRlTG9naW4%2Fc3RhcnRVUkw9JTJGQXBwbHklMkZUYXJnZXRYX1BvcnRhbF9fUEI%2FdXRtX2NhbXBhaWduPWZhc3QmdXRtX3NvdXJjZT1lbnJvbGwzNjBfYXBwbHkmdXRtX21lZGl1bT1lbWFpbCZ1dG1fY29udGVudD1hcHBseSZ0bm50PTIxNjA0OTk2LTBkODgtNDJlOC04ODZiLWZlYjFlY2I2YWJhZSZVVE1fcmNyZD0zYWQ2ODNkNi00Yzc0LTQ0YjQtYjE5ZC1iYjgwNGFlZDg0ZDkiO30%3D&\r\n] or the Common App [\r\nhttps://learn.go-wilmington.org/f/r/e0d4e40137f0704c14cbde677?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czoxNDoiY2FtcGFpZ24uZXZlbnQiO2k6MTtpOjgxMTt9czo1OiJlbWFpbCI7aToyNDA7czo0OiJzdGF0IjtzOjIyOiI2OTM1N2Y3MWQxNjFhMDg0OTkxMzIwIjtzOjk6InNlbnRfdGltZSI7aToxNzY1MTEzNzEzO3M6NDoibGVhZCI7czo2OiI1MzA4MjMiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI0MDt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjIwOToiaHR0cHM6Ly9hcHBseS5jb21tb25hcHAub3JnL2xvZ2luP21hPTExMzMmdXRtX2NhbXBhaWduPWZhc3QmdXRtX3NvdXJjZT1lbnJvbGwzNjBfYXBwbHkmdXRtX21lZGl1bT1lbWFpbCZ1dG1fY29udGVudD1hcHBseSZ0bm50PTIxNjA0OTk2LTBkODgtNDJlOC04ODZiLWZlYjFlY2I2YWJhZSZVVE1fcmNyZD0zYWQ2ODNkNi00Yzc0LTQ0YjQtYjE5ZC1iYjgwNGFlZDg0ZDkiO30%3D&\r\n].\r\n\r\n* No application fee\r\n* No required essay or recommendation\r\n* Optional test-score submission\r\n* Automatic scholarship consideration\r\n\r\nRemember that you will also receive an accelerated admission decision,\r\nwhich means you'll have plenty of time to consider your options —\r\nand I think you will definitely want to consider WC!\r\n\r\n \r\n\r\nYour Fightin' Quaker future is waiting, Kieran. Take\r\na moment and apply to WC today with our Application for Admission [\r\nhttps://learn.go-wilmington.org/f/r/0a90c5a89271c49cf51f89aaf?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czoxNDoiY2FtcGFpZ24uZXZlbnQiO2k6MTtpOjgxMTt9czo1OiJlbWFpbCI7aToyNDA7czo0OiJzdGF0IjtzOjIyOiI2OTM1N2Y3MWQxNjFhMDg0OTkxMzIwIjtzOjk6InNlbnRfdGltZSI7aToxNzY1MTEzNzEzO3M6NDoibGVhZCI7czo2OiI1MzA4MjMiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI0MDt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjI2MzoiaHR0cHM6Ly93aWxtaW5ndG9uY29sbGVnZS5teS5zaXRlLmNvbS9BcHBseS9UWF9TaXRlTG9naW4%2Fc3RhcnRVUkw9JTJGQXBwbHklMkZUYXJnZXRYX1BvcnRhbF9fUEI%2FdXRtX2NhbXBhaWduPWZhc3QmdXRtX3NvdXJjZT1lbnJvbGwzNjBfYXBwbHkmdXRtX21lZGl1bT1lbWFpbCZ1dG1fY29udGVudD1hcHBseSZ0bm50PTIxNjA0OTk2LTBkODgtNDJlOC04ODZiLWZlYjFlY2I2YWJhZSZVVE1fcmNyZD0zYWQ2ODNkNi00Yzc0LTQ0YjQtYjE5ZC1iYjgwNGFlZDg0ZDkiO30%3D&\r\n] or the Common App [\r\nhttps://learn.go-wilmington.org/f/r/e0d4e40137f0704c14cbde677?ct=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%3D&\r\n].\r\n\r\n \r\n\r\nSincerely,\r\n\r\n \r\n\r\n@font-face {\r\n  font-family: 'Cantarell';\r\n  font-style: italic;\r\n  font-weight: 400;\r\n  font-display: swap;\r\n  src: 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url(\"https://learn.go-wilmington.org/f/r/9682731d47647ad7e10ead8c1?ct=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%3D&\") format(\"woff\");\r\n  font-display:auto;font-style:normal;font-weight:700;font-stretch:normal;\r\n  mso-font-alt: Arial, sans-serif;\r\n}\r\n\r\n@font-face {\r\n  font-family: 'museo';\r\n  src: url(\"https://learn.go-wilmington.org/f/r/b1cd3ab5807807e0e4f4535f6?ct=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%3D&\") format(\"woff\");\r\n  font-display:auto;font-style:italic;font-weight:300;font-stretch:normal;\r\n  mso-font-alt: Arial, sans-serif;\r\n}\r\n\r\n@font-face {\r\n  font-family: 'museo';\r\n  src: url(\"https://learn.go-wilmington.org/f/r/e8a7163debb946a3be8f38ef0?ct=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%3D&\") format(\"woff\");\r\n  font-display:auto;font-style:italic;font-weight:700;font-stretch:normal;\r\n  mso-font-alt: Arial, sans-serif;\r\n}\r\n\r\ntd,\r\np,\r\np span,\r\nul,\r\nli {\r\n  font-family: 'Cantarell', 'Source Sans Pro', Arial, Helvetica, sans-serif !important;\r\n  letter-spacing: -0.33px !important;\r\n  line-height: 1.4;\r\n}\r\n\r\n.signer-name {\r\n  margin: 0;\r\n  padding: 0;\r\n  color: #005847 !important;\r\n  font-size: 18px;\r\n  line-height: 1.4;\r\n  font-family: 'museo', 'Cantarell', 'Source Sans Pro', Arial, Helvetica, sans-serif !important;\r\n}\r\n\r\nDanny Harp\r\n\r\nDirector of Admission\r\n\r\nWilmington College\r\n\r\n1870 Quaker Way\r\nWilmington, OH 45177\r\n\r\nwww.wilmington.edu\r\n\r\n\r\n\t\r\n\t\t\r\n\t\t\t\r\n\t\t\r\n\t\r\n\r\n\r\nWe received your information from\r\nyour Appily college research.\r\n\r\nBrowse to https://learn.go-wilmington.org/email/unsubscribe/69357f71d161a084991320/l9k069g0@duck.com/44d5fd19e7b3a4133d4d5655659eb7b79d6930e9f0b4568fe6755c8f339ac3f8 to no longer receive emails from this company.\r\n",

     

       27
       27
       +
             "labels": [

     

       28
       28
       +
               "College/Auto"

     

       29
       29
       +
             ],

     

       30
       30
       +
             "is_in_inbox": false

     

       31
       31
       +
           }

     

       32
       32
       +
         ]

     

       33
       33
       +
       }

+29 -11

filter-hybrid.gscript

···

       5
       5
        
       

     

       6
       6
        
       const AUTO_LABEL_NAME = "College/Auto";

     

       7
       7
        
       const FILTERED_LABEL_NAME = "College/Filtered";

     

       8
       8
       -
       const DRY_RUN = false;

     

       8
       8
       +
       const APPROVED_LABEL_NAME = "College"

     

       9
       9
       +
       const DRY_RUN = true;

     

       9
       10
        
       

     

       10
       11
        
       // AI Configuration (only used for uncertain cases)

     

       11
       12
        
       const AI_BASE_URL = "https://ai.hackclub.com/proxy/v1/chat/completions";

     
···

       31
       32
        
       function ensureLabels() {

     

       32
       33
        
         getOrCreateLabel_(AUTO_LABEL_NAME);

     

       33
       34
        
         getOrCreateLabel_(FILTERED_LABEL_NAME);

     

       34
       34
       -
         Logger.log(`Labels ensured: ${AUTO_LABEL_NAME}, ${FILTERED_LABEL_NAME}`);

     

       35
       35
       +
         getOrCreateLabel_(APPROVED_LABEL_NAME);

     

       36
       36
       +
         Logger.log(`Labels ensured: ${AUTO_LABEL_NAME}, ${FILTERED_LABEL_NAME}, ${APPROVED_LABEL_NAME}`);

     

       35
       37
        
       }

     

       36
       38
        
       

     

       37
       39
        
       function runTriage() {

     
···

       50
       52
        
       

     

       51
       53
        
         const autoLabel = getOrCreateLabel_(AUTO_LABEL_NAME);

     

       52
       54
        
         const filteredLabel = getOrCreateLabel_(FILTERED_LABEL_NAME);

     

       55
       55
       +
         const approvedLabel = getOrCreateLabel_(APPROVED_LABEL_NAME);

     

       53
       56
        
       

     

       54
       57
        
         let threads = autoLabel.getThreads(0, MAX_THREADS_PER_RUN);

     

       55
       58
        
         if (!threads.length) {

     
···

       85
       88
        
           const thread = threads[i];

     

       86
       89
        
           

     

       87
       90
        
           try {

     

       88
       88
       -
             const usedAI = processThread_(thread, autoLabel, filteredLabel, stats, aiCallCount < maxAICalls);

     

       91
       91
       +
             const usedAI = processThread_(thread, autoLabel, approvedLabel,  filteredLabel, stats, aiCallCount < maxAICalls);

     

       89
       92
        
             

     

       90
       93
        
             if (usedAI) {

     

       91
       94
        
               aiCallCount++;

     
···

       128
       131
        
       }

     

       129
       132
        
       

     

       130
       133
        
       // Returns true if AI was called

     

       131
       131
       -
       function processThread_(thread, autoLabel, filteredLabel, stats, canUseAI) {

     

       134
       134
       +
       function processThread_(thread, autoLabel, approvedLabel, filteredLabel, stats, canUseAI) {

     

       132
       135
        
         const msg = thread.getMessages().slice(-1)[0];

     

       133
       136
        
         if (!msg) {

     

       134
       137
        
           throw new Error("No messages in thread");

     
···

       145
       148
        
       

     

       146
       149
        
         if (!meta.subject && !meta.body) {

     

       147
       150
        
           Logger.log(`WARNING: Thread ${thread.getId()} has no subject or body. FAIL-SAFE: Moving to inbox.`);

     

       148
       148
       -
           applyInboxAction_(thread, autoLabel, filteredLabel, stats, "no content (fail-safe)");

     

       151
       151
       +
           applyInboxAction_(thread, autoLabel, approvedLabel, filteredLabel, stats, "no content (fail-safe)");

     

       149
       152
        
           return false;

     

       150
       153
        
         }

     

       151
       154
        
       

     
···

       158
       161
        
           Logger.log(`[Thread ${thread.getId()}] RULES-ONLY Relevant=${rulesResult.pertains} Confidence=${rulesResult.confidence} Reason="${rulesResult.reason}" Subject="${meta.subject}"`);

     

       159
       162
        
           

     

       160
       163
        
           if (rulesResult.pertains) {

     

       161
       161
       -
             applyInboxAction_(thread, autoLabel, filteredLabel, stats, rulesResult.reason);

     

       164
       164
       +
             applyInboxAction_(thread, autoLabel, approvedLabel, filteredLabel, stats, rulesResult.reason);

     

       162
       165
        
           } else {

     

       163
       166
        
             applyFilteredAction_(thread, autoLabel, filteredLabel, stats, rulesResult.reason);

     

       164
       167
        
           }

     
···

       175
       178
        
           stats.rulesOnly += 1;

     

       176
       179
        
           

     

       177
       180
        
           if (rulesResult.pertains) {

     

       178
       178
       -
             applyInboxAction_(thread, autoLabel, filteredLabel, stats, rulesResult.reason + " (low confidence, no AI)");

     

       181
       181
       +
             applyInboxAction_(thread, autoLabel, approvedLabel, filteredLabel, stats, rulesResult.reason + " (low confidence, no AI)");

     

       179
       182
        
           } else {

     

       180
       183
        
             applyFilteredAction_(thread, autoLabel, filteredLabel, stats, rulesResult.reason + " (low confidence, no AI)");

     

       181
       184
        
           }

     
···

       194
       197
        
           Logger.log(`[Thread ${thread.getId()}] AI FAILED - Using rules fallback. Subject="${meta.subject}"`);

     

       195
       198
        
           

     

       196
       199
        
           if (rulesResult.pertains) {

     

       197
       197
       -
             applyInboxAction_(thread, autoLabel, filteredLabel, stats, rulesResult.reason + " (AI failed, used rules)");

     

       200
       200
       +
             applyInboxAction_(thread, autoLabel, approvedLabel, filteredLabel, stats, rulesResult.reason + " (AI failed, used rules)");

     

       198
       201
        
           } else {

     

       199
       202
        
             applyFilteredAction_(thread, autoLabel, filteredLabel, stats, rulesResult.reason + " (AI failed, used rules)");

     

       200
       203
        
           }

     
···

       208
       211
        
         Logger.log(`[Thread ${thread.getId()}] AI RESULT Relevant=${finalResult.pertains} Reason="${finalResult.reason}" (Rules suggested: ${rulesResult.pertains}) Subject="${meta.subject}"`);

     

       209
       212
        
         

     

       210
       213
        
         if (finalResult.pertains) {

     

       211
       211
       -
           applyInboxAction_(thread, autoLabel, filteredLabel, stats, finalResult.reason + " (AI verified)");

     

       214
       214
       +
           applyInboxAction_(thread, autoLabel, approvedLabel, filteredLabel, stats, finalResult.reason + " (AI verified)");

     

       212
       215
        
         } else {

     

       213
       216
        
           applyFilteredAction_(thread, autoLabel, filteredLabel, stats, finalResult.reason + " (AI verified)");

     

       214
       217
        
         }

     
···

       216
       219
        
         return true; // AI was used

     

       217
       220
        
       }

     

       218
       221
        
       

     

       219
       219
       -
       function applyInboxAction_(thread, autoLabel, filteredLabel, stats, reason) {

     

       222
       222
       +
       function applyInboxAction_(thread, autoLabel, approvedLabel, filteredLabel, stats, reason) {

     

       220
       223
        
         if (DRY_RUN) {

     

       221
       224
        
           stats.wouldInbox += 1;

     

       222
       225
        
           Logger.log(`  DRY_RUN: Would remove "${AUTO_LABEL_NAME}" and move to Inbox (${reason})`);

     
···

       224
       227
        
           try {

     

       225
       228
        
             thread.removeLabel(autoLabel);

     

       226
       229
        
             thread.removeLabel(filteredLabel);

     

       230
       230
       +
             thread.addLabel(approvedLabel);

     

       227
       231
        
             thread.moveToInbox();

     

       228
       232
        
             stats.didInbox += 1;

     

       229
       233
        
             Logger.log(`  Applied: Removed "${AUTO_LABEL_NAME}" and moved to Inbox (${reason})`);

     
···

       424
       428
        
             if (/\bacceptance\s+rate\b|\bhigh\s+acceptance\b|\bpre[- ]admit(ted)?\b|\bautomatic\s+admission\b/.test(combined)) {

     

       425
       429
        
               continue;

     

       426
       430
        
             }

     

       431
       431
       +
             if (/\byou\s+will\s+(also\s+)?receive\s+(an?\s+)?(accelerated\s+)?admission\s+decision\b/.test(combined)) {

     

       432
       432
       +
               continue;

     

       433
       433
       +
             }

     

       434
       434
       +
             if (/\breceive\s+an\s+admission\s+decision\s+within\b/.test(combined)) {

     

       435
       435
       +
               continue;

     

       436
       436
       +
             }

     

       427
       437
        
             return { pertains: true, reason: "Accepted student information", confidence: 0.95 };

     

       428
       438
        
           }

     

       429
       439
        
         }

     
···

       534
       544
        
           /\bextended.*\bpriority\s+deadline\b/,

     

       535
       545
        
           /\bpriority\s+deadline.*\bextended\b/,

     

       536
       546
        
           /\bsummer\s+(academy|camp|program)\b/,

     

       537
       537
       -
           /\bugly\s+sweater\b/

     

       547
       547
       +
           /\bugly\s+sweater\b/,

     

       548
       548
       +
           /\bi\s+hope\s+you\s+have\s+been\s+receiving\s+my\s+emails\b/,

     

       549
       549
       +
           /\bam\s+i\s+reaching\b/,

     

       550
       550
       +
           /\byou\s+are\s+on\s+.*\s+(radar|list)\b/,

     

       551
       551
       +
           /\bi\s+want\s+to\s+make\s+sure\s+you\s+know\b/,

     

       552
       552
       +
           /\byou'?re\s+invited\s+to\s+submit\b/,

     

       553
       553
       +
           /\bi'?m\s+eager\s+to\s+consider\s+you\b/,

     

       554
       554
       +
           /\bsubmit\s+your\s+.*\s+application\b/,

     

       555
       555
       +
           /\bpriority\s+status\b.*\bsubmit.*application\b/

     

       538
       556
        
         ];

     

       539
       557
        
       

     

       540
       558
        
         for (let i = 0; i < patterns.length; i++) {