commit 5cfcf00b64650be4888457f4f58db84d0404d26f · dunkirk.sh/filter-college-spam

+36 -2

data/labeled-emails.json

···

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       {

     

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       -
         "exported_at": "2025-12-08T17:47:25.257Z",

     

       3
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       -
         "total_count": 63,

     

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       +
         "exported_at": "2025-12-09T16:16:41.528Z",

     

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       +
         "total_count": 65,

     

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         "label": "College/Auto",

     

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         "emails": [

     

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           {

     
···

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             "pertains": false,

     

       1073
       1073
        
             "reason": "Drake scholarship spam",

     

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       1074
        
             "labeled_at": "2025-12-08T17:47:21.133Z",

     

       1075
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       +
             "confidence": "high"

     

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           },

     

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           {

     

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       1078
       +
             "thread_id": "19b03abf3138fb40",

     

       1079
       1079
       +
             "subject": "You've earned this, Kieran!",

     

       1080
       1080
       +
             "from": "Embry-Riddle Aeronautical University <embryriddle_at_info.erau.edu_3rmhb7wb@duck.com>",

     

       1081
       1081
       +
             "to": "Kieran Klukas <3rmhb7wb@duck.com>",

     

       1082
       1082
       +
             "cc": "",

     

       1083
       1083
       +
             "date": "2025-12-09T15:12:35.000Z",

     

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             "body": "You are a top candidate for admission.\r\n\r\nÍ â Â  â Â Í â Â  â Â Í â Â  â Â Í â Â  â Â Í\r\nâ Â  â Â Í â Â  â Â Í â Â  â Â Í â Â  â ÂÍ â\r\nÂ  â Â Í â Â  â Â Í â Â  â Â Í â Â  â Â Í â Â \r\nâ Â Í â Â  â Â Í â Â  â Â Í â Â  â ÂÍ â Â  â\r\nÂ Í â Â  â Â Í â Â  â Â Í â Â  â Â Í â Â  â Â\r\nÍ â Â  â Â Í â Â  â Â Í â Â  â ÂÍ â Â  â Â Í\r\nâ Â  â Â Í â Â  â Â Í â Â  â Â Í â Â  â Â Í\r\nâ Â  â Â Í â Â  â Â Í â Â  â ÂÍ â Â  â Â Í â\r\nÂ  â Â Í â Â  â Â Í â Â  â Â Í â Â  â Â Í â Â \r\nâ Â Í â Â  â Â Í â Â  â ÂÍ â Â  â Â Í â Â  â\r\nÂ Í â Â  â Â Í â Â  â Â Í â Â  â Â Í â Â  â Â\r\nÍ â Â  â Â Í â Â  â ÂÍ â Â  â Â Í â Â  â Â Í\r\nâ Â  â Â Í â Â  â Â Í â Â  â Â Í â Â  â Â Í\r\nâ Â  â Â Í â Â  â ÂÍ â Â  â Â Í â Â  â Â Í â\r\nÂ  â Â Í â Â  â Â Í â Â  â Â Í â Â  â Â Í â Â \r\nâ Â Í â Â  â ÂÍ â Â  â Â Í â Â  â Â Í â Â  â\r\nÂ Í â Â  â Â Í â Â  â Â Í â Â  â Â Í â Â  â Â\r\nÍ â Â  â ÂÍ â Â  â Â Í â Â  â Â Í â Â  â Â Í\r\nâ Â  â Â Í â Â  â Â Í â Â  â Â Í â Â  â Â Í\r\nâ Â  â ÂÍ â Â  â Â Í â Â  â Â Í â Â  â Â Í â\r\nÂ  â Â Í â Â  â Â Í â Â  â Â Í â Â  â Â Í â Â \r\nâ ÂÍ â Â  â Â Í â Â  â Â Í â Â  â Â Í â Â  â\r\nÂ Í â Â  â Â Í â Â  â Â Í â Â  â Â Í â Â  â\r\nÂÍ â Â  â Â Í â Â  â Â Í â Â  â Â Í â Â  â Â\r\nÍ â Â  â Â Í â Â  â Â Í â Â  â Â Í â Â  â ÂÍ\r\nâ Â  â Â Í â Â  â Â Í â Â  â Â Í â Â  â Â Í\r\nâ Â  â Â Í â Â  â Â Í â Â  â Â Í â Â  â ÂÍ â\r\nÂ  â Â Í â Â  â Â Í â Â  â Â Í â Â  â Â Í â Â \r\nâ Â Í â Â  â Â Í â Â  â Â Í â Â  â ÂÍ â Â  â\r\nÂ Í â Â  â Â Í â Â  â Â Í â Â  â Â Í â Â  â Â\r\nÍ â Â  â Â Í â Â  â Â Í â Â  â ÂÍ â Â  â Â Í\r\nâ Â  â Â Í â Â  â Â Í â Â  â Â Í â Â  â Â Í\r\nâ Â  â Â Í â Â  â Â Í â Â  â ÂÍ â Â  â Â Í â\r\nÂ  â Â Í â Â  â Â Í â Â  â Â Í â Â  â Â Í â Â \r\nâ Â Í â Â  â Â Í â Â  â Â\r\n\r\n[\r\nhttps://start.info.erau.edu/f/r/7298fdfc1a908fbfba040c0bb?ct=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%3D&\r\n]\r\n\r\nYOU'RE ON OUR RADAR, Kieran.\r\n\r\nâ\r\n\r\nDear Kieran,\r\n\r\nÂ \r\n\r\nYou're on our radar at Embry-Riddle Aeronautical University and we\r\nwant to invite you to apply to join our incoming class [\r\nhttps://start.info.erau.edu/f/r/9cc7c0084d5a6158f91c5b3e2?ct=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%3D%3D&\r\n].\r\n\r\nÂ \r\n\r\nAs a top candidate for admission, you won't have to pay an application\r\nfee when you enter ERAU26 as your fee\r\nwaiver code. Once all required documents are submitted, you'll receive\r\na timely admission decision and automatically be considered for\r\nscholarships. Plus, test scores are optional.\r\n\r\nStart Your Application [\r\nhttps://start.info.erau.edu/f/r/9cc7c0084d5a6158f91c5b3e2?ct=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%3D%3D&\r\n]\r\n\r\nWHATEVER YOUR PASSION, WE CAN HELP YOU CHART A COURSE FOR SUCCESS.\r\n\r\nâ\r\n\r\nWith more than 100 degree programs in fields such as aviation,\r\naerospace, engineering, business, computers and technology, space,\r\nsecurity, intelligence and safety, you can be sure to find a program\r\nthatâs the right fit for you. Whichever one of our two campuses you\r\nchoose, located in Daytona Beach, Florida and Prescott, Arizona, we\r\ninvite you to apply [\r\nhttps://start.info.erau.edu/f/r/9cc7c0084d5a6158f91c5b3e2?ct=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%3D%3D&\r\n] to be part of our unparalleled tradition. We'll be on the lookout to\r\nreceive your application [\r\nhttps://start.info.erau.edu/f/r/9cc7c0084d5a6158f91c5b3e2?ct=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%3D%3D&\r\n] soon.\r\n\r\nÂ \r\n\r\nSincerely,\r\n\r\n[\r\nhttps://start.info.erau.edu/f/r/a397ea620d8a39150cdaf82ff?ct=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%3D&\r\n]\r\n\r\n\r\nJason M. Ruckert, Ph.D.\r\nSenior Vice President for Enrollment Management, Marketing and Student Affairs\r\nEmbry-Riddle Aeronautical University\r\n1 Aerospace Boulevard\r\nDaytona Beach, FL 32114-3900\r\n\r\n\r\nP.S. We are proud to be named among the nationâs top-ranked online\r\nundergraduate educators for the past ten years by _U.S. News & World\r\nReport._ Apply today! [\r\nhttps://start.info.erau.edu/f/r/9cc7c0084d5a6158f91c5b3e2?ct=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%3D%3D&\r\n]\r\n\r\nâ\r\n\r\n{GLOBAL-TOKEN=PARTNER-NAME}\r\n\r\n3700 Willow Creek Road\r\nPrescott, AZ 86301-3720\r\n\r\n1 Aerospace Boulevard\r\nDaytona Beach, FL 32114-3900\r\n\r\n[\r\nhttps://start.info.erau.edu/f/r/8e7f24cbfa89f86a00617b031?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czoxNDoiY2FtcGFpZ24uZXZlbnQiO2k6MTtpOjc1OTt9czo1OiJlbWFpbCI7aToyMzU7czo0OiJzdGF0IjtzOjIyOiI2OTM4M2M1MjU3ODFhNDcxODc0NDcyIjtzOjk6InNlbnRfdGltZSI7aToxNzY1MjkzMTM4O3M6NDoibGVhZCI7czo3OiI2NzY5MTg2IjtzOjc6ImNoYW5uZWwiO2E6MTp7czo1OiJlbWFpbCI7aToyMzU7fXM6MjQ6Im10Y19yZWRpcmVjdF9kZXN0aW5hdGlvbiI7czoyMjU6Imh0dHBzOi8vd3d3LmZhY2Vib29rLmNvbS9FbWJyeVJpZGRsZVVuaXZlcnNpdHk%2FdXRtX2NhbXBhaWduPWNyb3NzJnV0bV9zb3VyY2U9ZW5yb2xsMzYwJnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9bGVhcm4mdXRtX3Rlcm09c2lnbmVyJnRubnQ9OTBiZjJjZTQtZDU1MS00Y2ExLWIyNzMtZDUxMDg1NTQ1MmVjJlVUTV9yY3JkPTcwNGZjYjY5LTM5MGQtNDNiNi1hZGYyLWQxNTdkNzUxZDZkNiI7fQ%3D%3D&\r\n]\r\n[\r\nhttps://start.info.erau.edu/f/r/611b91dcd2ec5d8b50e7392f5?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czoxNDoiY2FtcGFpZ24uZXZlbnQiO2k6MTtpOjc1OTt9czo1OiJlbWFpbCI7aToyMzU7czo0OiJzdGF0IjtzOjIyOiI2OTM4M2M1MjU3ODFhNDcxODc0NDcyIjtzOjk6InNlbnRfdGltZSI7aToxNzY1MjkzMTM4O3M6NDoibGVhZCI7czo3OiI2NzY5MTg2IjtzOjc6ImNoYW5uZWwiO2E6MTp7czo1OiJlbWFpbCI7aToyMzU7fXM6MjQ6Im10Y19yZWRpcmVjdF9kZXN0aW5hdGlvbiI7czoyMTA6Imh0dHBzOi8vdHdpdHRlci5jb20vRW1icnlSaWRkbGU%2FdXRtX2NhbXBhaWduPWNyb3NzJnV0bV9zb3VyY2U9ZW5yb2xsMzYwJnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9bGVhcm4mdXRtX3Rlcm09c2lnbmVyJnRubnQ9OTBiZjJjZTQtZDU1MS00Y2ExLWIyNzMtZDUxMDg1NTQ1MmVjJlVUTV9yY3JkPTcwNGZjYjY5LTM5MGQtNDNiNi1hZGYyLWQxNTdkNzUxZDZkNiI7fQ%3D%3D&\r\n]\r\n[\r\nhttps://start.info.erau.edu/f/r/880aeb030f79019d71cc688ec?ct=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%3D&\r\n]\r\n\r\nWe received your information from\r\nthe College Board's Student Search Service.\r\n\r\nBrowse to https://start.info.erau.edu/email/unsubscribe/69383c525781a471874472/3rmhb7wb@duck.com/9233571ce5723c0294a597fcec583f2cf964afe1824cefb825c29ee1180ac1a8 to no longer receive emails from this company.\r\n",

     

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             "labels": [

     

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               "College"

     

       1087
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             ],

     

       1088
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             "is_in_inbox": true,

     

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             "pertains": false,

     

       1090
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             "reason": "spam email",

     

       1091
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             "labeled_at": "2025-12-09T16:14:27.186Z",

     

       1092
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             "confidence": "high"

     

       1093
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           },

     

       1094
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           {

     

       1095
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             "thread_id": "19b03aa3fef2a268",

     

       1096
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             "subject": "Find Your Passion Across Our Five Academic Pathways",

     

       1097
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             "from": "Antioch College <admission_at_antiochcollege.edu_jkgwnjk4@duck.com>",

     

       1098
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             "to": "jkgwnjk4@duck.com",

     

       1099
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             "cc": "",

     

       1100
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             "date": "2025-12-09T15:10:44.000Z",

     

       1101
       1101
       +
             "body": "Discover flexible, interdisciplinary programs designed to help you thrive.\r\n\r\n                        â                      \r\n\r\n\r\n                        â                      \r\n\r\n\r\nKieran, this education is built for you!\r\n\r\n\r\n\r\n\r\nEducation should reflect your passions and purpose. We've designed five distinct academic pathways to give you the freedom to explore, create, and thrive. Whether you're drawn to the arts, environmental studies, or social change, Antioch has a place for you.\r\n\r\n                                  Every Antioch student works closely with faculty to design a personalized education path. With the flexibility to explore multiple areas of study, you'll graduate with the skills and experience to thrive in today's complex world.\r\n                                                                   \r\n\r\n                                  Corretta King\r\n                                  Associate Dean of Admission                                \r\n\r\n                                  Antioch College\r\n                                                                  \r\n\r\n\r\n\r\n\r\n\r\n\r\nApply Today! <https://www.commonapp.org/explore/antioch-college>\r\n\r\n\r\n\r\n                                  One Morgan Place\r\n                                  Yellow Springs, OH 45387\r\n                                  937-319-6082\r\nadmission@antiochcollege.edu <mailto:%20info@antiochcollege.edu>\r\n\r\n\r\nThis email was sent to jkgwnjk4@duck.com by Antioch College.\r\nUnsubscribe from Antioch College. <https://choose.antiochcollege.edu/go?r=optout&mid=2f9c4aa0-a3da-47e0-9507-d9deb59097e2>\r\n",

     

       1102
       1102
       +
             "labels": [

     

       1103
       1103
       +
               "College"

     

       1104
       1104
       +
             ],

     

       1105
       1105
       +
             "is_in_inbox": false,

     

       1106
       1106
       +
             "pertains": false,

     

       1107
       1107
       +
             "reason": "spam email",

     

       1108
       1108
       +
             "labeled_at": "2025-12-09T16:14:27.186Z",

     

       1075
       1109
        
             "confidence": "high"

     

       1076
       1110
        
           }

     

       1077
       1111
        
         ]

+23 -3

src/classifier.ts

···

       4
       4
        
       

     

       5
       5
        
       export class EmailClassifier {

     

       6
       6
        
         classify(email: EmailInput): ClassificationResult {

     

       7
       7
       -
           const subject = email.subject.toLowerCase();

     

       8
       8
       -
           const body = email.body.toLowerCase();

     

       9
       9
       -
           const from = email.from.toLowerCase();

     

       7
       7
       +
           // Defensive checks for Apps Script environment

     

       8
       8
       +
           if (!email || typeof email !== 'object') {

     

       9
       9
       +
             return {

     

       10
       10
       +
               pertains: false,

     

       11
       11
       +
               reason: "Invalid email object",

     

       12
       12
       +
               confidence: 0.0,

     

       13
       13
       +
               matched_rules: ["invalid_input"]

     

       14
       14
       +
             };

     

       15
       15
       +
           }

     

       16
       16
       +
       

     

       17
       17
       +
           const subject = (email.subject || '').toLowerCase();

     

       18
       18
       +
           const body = (email.body || '').toLowerCase();

     

       19
       19
       +
           const from = (email.from || '').toLowerCase();

     

       10
       20
        
           const combined = `${subject} ${body}`;

     

       11
       21
        
       

     

       12
       22
        
           // CRITICAL RULES: Always relevant (security, passwords, account issues)

     
···

       142
       152
        
               }

     

       143
       153
        
               // Exclude "reserve your spot" for events/webinars (not enrollment)

     

       144
       154
        
               if (/\breserve\s+your\s+spot\b/.test(combined) && /\b(virtual|webinar|event|program|zoom|session)\b/.test(combined)) {

     

       155
       155
       +
                 return null;

     

       156
       156
       +
               }

     

       157
       157
       +
               // Exclude "top candidate" spam asking to apply/start application

     

       158
       158
       +
               if (/\btop\s+candidate\b.*\b(apply|start.*application|submit.*application)\b/.test(combined)) {

     

       159
       159
       +
                 return null;

     

       160
       160
       +
               }

     

       161
       161
       +
               if (/\binvite\s+you\s+to\s+apply\b/.test(combined)) {

     

       145
       162
        
                 return null;

     

       146
       163
        
               }

     

       147
       164
        
               return {

     
···

       320
       337
        
             /\bi\s+hope\s+you\s+have\s+been\s+receiving\s+my\s+emails\b/,

     

       321
       338
        
             /\bam\s+i\s+reaching\b/,

     

       322
       339
        
             /\byou\s+are\s+on\s+.*\s+(radar|list)\b/,

     

       340
       340
       +
             /\byou'?re\s+on\s+(our|my)\s+radar\b/,

     

       323
       341
        
             /\bi\s+want\s+to\s+make\s+sure\s+you\s+know\b/,

     

       324
       342
        
             /\byou'?re\s+invited\s+to\s+submit\b/,

     

       325
       343
        
             /\bi'?m\s+eager\s+to\s+consider\s+you\b/,

     

       326
       344
        
             /\bsubmit\s+your\s+.*\s+application\b/,

     

       327
       345
        
             /\bpriority\s+status\b.*\bsubmit.*application\b/,

     

       346
       346
       +
             /\btop\s+candidate\b.*\binvite\s+you\s+to\s+apply\b/,

     

       347
       347
       +
             /\binvite\s+you\s+to\s+apply\b/,

     

       328
       348
        
             

     

       329
       349
        
             // Priority deadline extensions (spam)

     

       330
       350
        
             /\bextended.*\bpriority\s+deadline\b/,