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",

     

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         "total_count": 63,

     

       4
        
         "label": "College/Auto",

     

       5
        
         "emails": [

     

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           {

     
···

       1072
        
             "pertains": false,

     

       1073
        
             "reason": "Drake scholarship spam",

     

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

     

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       1075
        
             "confidence": "high"

     

       1076
        
           }

     

       1077
        
         ]

···

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       {

     

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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",

     

       5
        
         "emails": [

     

       6
        
           {

     
···

       1072
        
             "pertains": false,

     

       1073
        
             "reason": "Drake scholarship spam",

     

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

     

       1075
       +
             "confidence": "high"

     

       1076
       +
           },

     

       1077
       +
           {

     

       1078
       +
             "thread_id": "19b03abf3138fb40",

     

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

     

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

     

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

     

       1082
       +
             "cc": "",

     

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

     

       1084
       +
             "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"

     

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             ],

     

       1088
       +
             "is_in_inbox": true,

     

       1089
       +
             "pertains": false,

     

       1090
       +
             "reason": "spam email",

     

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

     

       1092
       +
             "confidence": "high"

     

       1093
       +
           },

     

       1094
       +
           {

     

       1095
       +
             "thread_id": "19b03aa3fef2a268",

     

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

     

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

     

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

     

       1099
       +
             "cc": "",

     

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

     

       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
       +
             "labels": [

     

       1103
       +
               "College"

     

       1104
       +
             ],

     

       1105
       +
             "is_in_inbox": false,

     

       1106
       +
             "pertains": false,

     

       1107
       +
             "reason": "spam email",

     

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

     

       1109
        
             "confidence": "high"

     

       1110
        
           }

     

       1111
        
         ]

+23 -3

src/classifier.ts

···

       4
        
       

     

       5
        
       export class EmailClassifier {

     

       6
        
         classify(email: EmailInput): ClassificationResult {

     

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

     

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

     

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

     

       0
        
       
     

       0
        
       
     

       0
        
       
     

       0
        
       
     

       0
        
       
     

       0
        
       
     

       0
        
       
     

       0
        
       
     

       0
        
       
     

       0
        
       
     

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

     

       11
        
       

     

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

     
···

       142
        
               }

     

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

     

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

     

       0
        
       
     

       0
        
       
     

       0
        
       
     

       0
        
       
     

       0
        
       
     

       0
        
       
     

       0
        
       
     

       145
        
                 return null;

     

       146
        
               }

     

       147
        
               return {

     
···

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

     

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

     

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

     

       0
        
       
     

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

     

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

     

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

     

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

     

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

     

       0
        
       
     

       0
        
       
     

       328
        
             

     

       329
        
             // Priority deadline extensions (spam)

     

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

···

       4
        
       

     

       5
        
       export class EmailClassifier {

     

       6
        
         classify(email: EmailInput): ClassificationResult {

     

       7
       +
           // Defensive checks for Apps Script environment

     

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

     

       9
       +
             return {

     

       10
       +
               pertains: false,

     

       11
       +
               reason: "Invalid email object",

     

       12
       +
               confidence: 0.0,

     

       13
       +
               matched_rules: ["invalid_input"]

     

       14
       +
             };

     

       15
       +
           }

     

       16
       +
       

     

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

     

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

     

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

     

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

     

       21
        
       

     

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

     
···

       152
        
               }

     

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

     

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

     

       155
       +
                 return null;

     

       156
       +
               }

     

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

     

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

     

       159
       +
                 return null;

     

       160
       +
               }

     

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

     

       162
        
                 return null;

     

       163
        
               }

     

       164
        
               return {

     
···

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

     

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

     

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

     

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

     

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

     

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

     

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

     

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

     

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

     

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

     

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

     

       348
        
             

     

       349
        
             // Priority deadline extensions (spam)

     

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