dunkirk.sh / filter-college-spam
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chore: update filter

dunkirk.sh e609335e 80f7eb33

verified
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unified split
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data/labeled-emails.json
··· 1 1 { 2 - "exported_at": "2025-12-16T18:29:07.736Z", 3 - "total_count": 86, 2 + "exported_at": "2025-12-21T02:02:38.355Z", 3 + "total_count": 93, 4 4 "label": "College/Auto", 5 5 "emails": [ 6 6 { ··· 1439 1439 "College" 1440 1440 ], 1441 1441 "is_in_inbox": true, 1442 + "confidence": "high" 1443 + }, 1444 + { 1445 + "thread_id": "19b3c6be29f0ccaf", 1446 + "subject": "❄️ Walking (to class) in a Winter Wonderland ⛄", 1447 + "from": "University of Minnesota Twin Cities Admissions <admissions_at_umn.edu_pulp-flint-maybe@duck.com>", 1448 + "to": "pulp-flint-maybe@duck.com", 1449 + "cc": "", 1450 + "date": "2025-12-20T15:40:57.000Z", 1451 + "body": "Step 1: Apply for free to the U of M Twin Cities by January 1. Step 2: Find the perfect parka.\r\n\r\nKieran, we're waiving your $55 fee so you can apply for free! Learn how at z.umn.edu/SpecialWaiver.\r\n\r\n\r\n Dear Kieran,\r\n\r\n It's winter break at the University of Minnesota, and there's no better time to celebrate our snowy season! On campus, you might prefer the summer sun bouncing off the Mississippi River or the orange leaves crunching under your feet, but you've gotta admit that a snow-covered campus is a beautiful sight:\r\n \r\n\r\n \r\n\r\n\r\n I hope you join us on campus next year so you can see the frosty scenes for yourself. We'd love to see your application by our January 1 deadline <http://z.umn.edu/applicationfreshman?utm_campaign=APMK&utm_medium=email&utm_source=Slate>.\r\n \r\n\r\n \r\n\r\n\r\n You'll apply through Common App with...\r\n\r\n\t No ACT/SAT scores required\r\n\t No letters of recommendation\r\n\t No essays\r\n\r\nWinter warm-ups\r\n\r\nHow do Gophers stay warm?\r\n\r\n\t Grab your favorite coffee or an order of crispy fries <https://umn.campusvisitorguides.com/?p=33&v=1.1&utm_campaign=APMK&utm_medium=email&utm_source=Slate> at students' favorite near-campus restaurants \r\n \r\n\t Catch the campus connector—the U of M's free bus service <https://umn.campusvisitorguides.com/?p=27&v=1.1&utm_campaign=APMK&utm_medium=email&utm_source=Slate> with stops near all your classrooms \r\n \r\n\t Hop on the light rail train <https://umn.campusvisitorguides.com/?p=37&v=1.1&utm_campaign=APMK&utm_medium=email&utm_source=Slate> (there are three stops on campus, and rides are free for U of M students) to explore a European-style winter market or the Saint Paul Winter Carnival\r\n\r\n\r\n Our January 1 deadline is coming soon, and I do hope you'll accept my invitation to apply to the University of Minnesota Twin Cities <http://z.umn.edu/applicationfreshman?utm_campaign=APMK&utm_medium=email&utm_source=Slate>!\r\n\r\n Sincerely, \r\n\r\nKeri Risic\r\n Executive Director \r\n Office of Admissions\r\n University of Minnesota Twin Cities\r\n \r\n\r\n \r\n OUR NEXT DEADLINE:\r\n\r\nJanuary 1\r\nRegular Deadline\r\nYou'll receive an admission decision by March 31!\r\n\r\n\r\n\r\n\r\n\r\n \r\n\r\n \r\n \r\n\r\nCheck out our Campus & Community Guide at z.umn.edu/CampusCommunityGuide\r\n\r\n Office of Admissions, A Division of the Office of Enrollment Management\r\n 240 Williamson Hall, 231 Pillsbury Drive S.E., Minneapolis, MN 55455\r\nadmissions.tc.umn.edu | Contact Us: z.umn.edu/ContactAdmissions\r\n \r\n\r\n 637642537\r\n\r\n\r\nThis email was sent to pulp-flint-maybe@duck.com by University of Minnesota Twin Cities Admissions.\r\nOffice of Admissions 240 Williamson Hall 231 Pillsbury Dr. SE Minneapolis, MN 55455\r\nUnsubscribe from Application Invitation Communications. <https://admit.umn.edu/go?r=optout&mid=d8a68564-9d86-4eb7-b682-a3efe973455c&utm_campaign=APMK&utm_medium=email&utm_source=Slate>\r\n", 1452 + "labels": [ 1453 + "College" 1454 + ], 1455 + "is_in_inbox": true, 1456 + "confidence": "high" 1457 + }, 1458 + { 1459 + "thread_id": "19b3bed4d00e353e", 1460 + "subject": "You've earned a scholarship!", 1461 + "from": "La Roche University <LaRocheUniversity_at_go-laroche.org_canopy-rind-aloft@duck.com>", 1462 + "to": "Kieran Klukas <canopy-rind-aloft@duck.com>", 1463 + "cc": "", 1464 + "date": "2025-12-20T13:22:42.000Z", 1465 + "body": "Dear Kieran,\r\n\r\nThis is just a quick reminder to confirm your pre-admission to La\r\nRoche University [\r\nhttps://learn.go-laroche.org/f/r/c32bae47d3f4df3bcd6c39aef?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czoxNDoiY2FtcGFpZ24uZXZlbnQiO2k6MTtpOjc4Njt9czo1OiJlbWFpbCI7aTozNDM7czo0OiJzdGF0IjtzOjIyOiI2OTQ2YTMxMDIwNjJjODQ5NzY4MTIxIjtzOjk6InNlbnRfdGltZSI7aToxNzY2MjM2OTQ0O3M6NDoibGVhZCI7czo3OiIxMTM1NjQwIjtzOjc6ImNoYW5uZWwiO2E6MTp7czo1OiJlbWFpbCI7aTozNDM7fXM6MjQ6Im10Y19yZWRpcmVjdF9kZXN0aW5hdGlvbiI7czoyMDU6Imh0dHBzOi8vYWRtaXNzaW9ucy5sYXJvY2hlLmVkdS9hcHBseS8%2FdXRtX2NhbXBhaWduPWZhc3QmdXRtX3NvdXJjZT1lbnJvbGwzNjBfYXBwbHkmdXRtX21lZGl1bT1lbWFpbCZ1dG1fY29udGVudD1hcHBseSZ0bm50PWNhNWUzOGQzLWUzODctNGE0NC04NDUwLTIwNzI3ZTMyNTI1ZiZVVE1fcmNyZD1kYzVkODQ5Ny1kZGNlLTQ3NTUtYjU1Mi1lZTk2MDJiYTFhY2MiO30%3D&\r\n]! You've worked extremely hard for this opportunity, so I encourage\r\nyou to join our incoming freshman class as soon as possible.\r\n\r\n<div style=\"margin-left: 10px; margin-right: 10px; margin-top: 10px; margin-bottom: 10px; font-size: 16px; line-height: 24px; color: #333333;\">\r\n<p>We just need you to <a href=\"https://learn.go-laroche.org/f/r/b4f555fb929a9fedea5b4dac6?ct=YTo3OntzOjY6InNvdXJjZSI7YTowOnt9czo1OiJlbWFpbCI7aTozNDM7czo0OiJzdGF0IjtzOjIyOiI2OTQ2YTMxMDIwNjJjODQ5NzY4MTIxIjtzOjk6InNlbnRfdGltZSI7aToxNzY2MjM2OTQ0O3M6NDoibGVhZCI7czo3OiIxMTM1NjQwIjtzOjc6ImNoYW5uZWwiO2E6MTp7czo1OiJlbWFpbCI7aTozNDM7fXM6MjQ6Im10Y19yZWRpcmVjdF9kZXN0aW5hdGlvbiI7czoyMDM6Imh0dHBzOi8vYWRtaXNzaW9ucy5sYXJvY2hlLmVkdS9hcHBseS8%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD1jYTVlMzhkMy1lMzg3LTRhNDQtODQ1MC0yMDcyN2UzMjUyNWYmVVRNX3JjcmQ9ZGM1ZDg0OTctZGRjZS00NzU1LWI1NTItZWU5NjAyYmExYWNjIjt9&\" style=\"color: #3d6d88;\" target=\"_blank\">submit your <strong>Freshman Application</strong></a>&nbsp;to finalize your admission (you won't have to pay a fee). Plus, we're also thrilled to announce that you've earned a merit scholarship worth <strong>$21,000 per year, </strong>which you'll confirm with your pre-admission!</p>\r\n</div>\r\n\r\n\r\nTo make things even easier, you can submit the Common App [\r\nhttps://learn.go-laroche.org/f/r/1647b38df6b4926444259140c?ct=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%3D&\r\n] instead to confirm your admission and scholarship.\r\n\r\nOur Redhawks have the best of both worlds: the close-knit atmosphere\r\nof a small college with big-city amenities. We’re just 15 minutes\r\nnorth of downtown Pittsburgh, placing museums, world-class\r\nperformances, three major-league sports teams, and countless\r\nprofessional opportunities right on our students’ doorsteps. \r\n\r\nJust imagine what you could accomplish here,\r\nKieran.  Confirm your pre-admission to La Roche [\r\nhttps://learn.go-laroche.org/f/r/c32bae47d3f4df3bcd6c39aef?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czoxNDoiY2FtcGFpZ24uZXZlbnQiO2k6MTtpOjc4Njt9czo1OiJlbWFpbCI7aTozNDM7czo0OiJzdGF0IjtzOjIyOiI2OTQ2YTMxMDIwNjJjODQ5NzY4MTIxIjtzOjk6InNlbnRfdGltZSI7aToxNzY2MjM2OTQ0O3M6NDoibGVhZCI7czo3OiIxMTM1NjQwIjtzOjc6ImNoYW5uZWwiO2E6MTp7czo1OiJlbWFpbCI7aTozNDM7fXM6MjQ6Im10Y19yZWRpcmVjdF9kZXN0aW5hdGlvbiI7czoyMDU6Imh0dHBzOi8vYWRtaXNzaW9ucy5sYXJvY2hlLmVkdS9hcHBseS8%2FdXRtX2NhbXBhaWduPWZhc3QmdXRtX3NvdXJjZT1lbnJvbGwzNjBfYXBwbHkmdXRtX21lZGl1bT1lbWFpbCZ1dG1fY29udGVudD1hcHBseSZ0bm50PWNhNWUzOGQzLWUzODctNGE0NC04NDUwLTIwNzI3ZTMyNTI1ZiZVVE1fcmNyZD1kYzVkODQ5Ny1kZGNlLTQ3NTUtYjU1Mi1lZTk2MDJiYTFhY2MiO30%3D&\r\n] today! \r\n\r\nSincerely, \r\n\r\nHope Schiffgens\r\nExecutive Director for Enrollment\r\n\r\n\r\n9000 Babcock Boulevard\r\nPittsburgh, Pennsylvania 15237-5808\r\n\r\nWe received your information from\r\nan Appily inquiry.\r\n\r\nBrowse to https://learn.go-laroche.org/email/unsubscribe/6946a3102062c849768121/canopy-rind-aloft@duck.com/2ef7256264106a30624015559130539e51f53c8b49429a5fc7ecb5e7e8c44eb3 to no longer receive emails from this company.\r\n", 1466 + "labels": [ 1467 + "College" 1468 + ], 1469 + "is_in_inbox": true, 1470 + "confidence": "high" 1471 + }, 1472 + { 1473 + "thread_id": "19b375e1341aee01", 1474 + "subject": "Apply and enroll at Concord for FREE", 1475 + "from": "Concord University Admissions <admissions_at_concord.edu_3rmhb7wb@duck.com>", 1476 + "to": "3rmhb7wb@duck.com", 1477 + "cc": "", 1478 + "date": "2025-12-19T16:07:47.000Z", 1479 + "body": "Don't miss your chance, Kieran.\r\n\r\n ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ Hi Kieran,\r\n\r\n 'Tis the season of giving, and we feel like giving you a gift, too! That's why we're offering an enrollment deposit waiver so you can apply and enroll at Concord University for free <https://apply.concord.edu/register/fastapp26?pid=hreii-DRHrmLJTmoE2AEncpELqJuBSY2K3bznBOYmloAbBmkxYjehqdqddQfkJDPm_hTo7sZXIym7y4KA85stA&utm_campaign=app-search&utm_content=ad-hoc-04&utm_medium=email&utm_source=carnegie-slate&utm_term=fee-waiver>. But only for a short time.\r\n \r\n\r\nWhen you use our Fast App to apply to Concord before January 1, your $50 enrollment deposit will be waived.\r\n\r\n\r\n All you have to do is apply with our Fast App <https://apply.concord.edu/register/fastapp26?pid=hreii-DRHrmLJTmoE2AEncpELqJuBSY2K3bznBOYmloAbBmkxYjehqdqddQfkJDPm_hTo7sZXIym7y4KA85stA&utm_campaign=app-search&utm_content=ad-hoc-04&utm_medium=email&utm_source=carnegie-slate&utm_term=fee-waiver> (applying is always free!) and start your journey to becoming a Mountain Lion, Kieran. We hope this makes your holiday season a little bit brighter!\r\n \r\n\r\n\r\n\r\n\r\nApply to Concord <https://apply.concord.edu/register/fastapp26?pid=hreii-DRHrmLJTmoE2AEncpELqJuBSY2K3bznBOYmloAbBmkxYjehqdqddQfkJDPm_hTo7sZXIym7y4KA85stA&utm_campaign=app-search&utm_content=ad-hoc-04&utm_medium=email&utm_source=carnegie-slate&utm_term=fee-waiver>\r\n\r\n\r\n Vermillion Street, PO Box 1000, Athens, WV 24712 \r\n\r\n\r\n\r\n\r\nYou may be receiving this email as an opt-in from a college search source, such as the College Board Student Search Service, ACT, etc.\r\n\r\n\r\nThis email was sent to 3rmhb7wb@duck.com by Concord University Admissions.\r\nConcord University (1000 Vermillion St, Athens, WV 24712)\r\nUnsubscribe from Concord University (1000 Vermillion St, Athens, WV 24712). <https://apply.concord.edu/go?r=optout&mid=72a2ee2c-3254-449e-96c7-3bd23c5de5f5&utm_campaign=app-search&utm_content=ad-hoc-04&utm_medium=email&utm_source=carnegie-slate&utm_term=fee-waiver>\r\n", 1480 + "labels": [ 1481 + "College" 1482 + ], 1483 + "is_in_inbox": true, 1484 + "confidence": "high" 1485 + }, 1486 + { 1487 + "thread_id": "19b3274f061f5aa0", 1488 + "subject": "Get paid to lead", 1489 + "from": "Central Michigan University Admissions <cmuadmissions_at_cmich.edu_jkgwnjk4@duck.com>", 1490 + "to": "jkgwnjk4@duck.com", 1491 + "cc": "", 1492 + "date": "2025-12-18T17:14:38.000Z", 1493 + "body": "Scholarship deadline approaching soon\r\n\r\n ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌LEAD THE WAY, Kieran\r\nDo you have a passion for leadership and service like we do? The Leader Advancement Scholarship <https://www.cmich.edu/student-life/leadership-development/sarah-r-opperman-leadership-institute/scholarships-for-leaders?utm_campaign=competitive_scholarships&utm_source=crm&utm_medium=email&utm_content=leader_advancement_scholarhip_txt> supports your education and propels you toward becoming a part of the next generation of changemakers.\r\n\r\nAnd with TIME recently ranking CMU among its Best Colleges for Future Leaders in 2026*, you'll be joining a community recognized for empowering today's influencers. \r\n\r\n\t $8,000 scholarship: Receive $2,000 annually for four years to help cover tuition, meals and housing. You can combine this with the Maroon and Gold and other merit-based scholarships. \r\n\t Develop your potential: Live with a close-knit community of campus leaders and build lasting connections. Participate in programs that will enhance your leadership skills and prepare you for future success. \r\n\r\nGetting started is simple:\r\n\r\n\t1. Submit an application for admission <https://fireup.cmich.edu/portal/applyUG> to CMU showing a minimum high school GPA of 3.0. \r\n\t2. Find the link to the scholarship application in your applicant portal. \r\n\t3. Submit your scholarship application by January 15. \r\n\r\nYou may also be interested in the Multicultural Advancement Scholarship <https://www.cmich.edu/offices-departments/multicultural-academic-student-services/mac-scholars-program?utm_campaign=competitive_scholarships&utm_source=crm&utm_medium=email&utm_content=multicultural_advancement_scholarhips_txt>. Either way, this is your chance to create the future you've always envisioned. We can't wait to see how you lead! \r\n\r\n*Source: TIME/Statista <https://time.com/7333710/best-colleges-future-leaders-2026/>\r\n\r\n\r\n\r\n Tracy Karr\r\nAssistant Director, CMU Office of Admissions\r\ntkarr@cmich.edu\r\n(614) 307-7667\r\nCopyright © Central Michigan University, Mount Pleasant, Mich. 48859 <https://www.cmich.edu/copyright>Nondiscrimination Statement <https://www.cmich.edu/nondiscrimination-statement> | Privacy Policy <https://www.cmich.edu/privacy-policy>\r\n\r\n\r\n\r\n\r\n\r\n\r\nThis email was sent to jkgwnjk4@duck.com by Central Michigan University Admissions.\r\nUnsubscribe from Central Michigan University. <https://fireup.cmich.edu/go?r=optout&mid=7e65688a-2526-40d0-aedd-419c515d0543>\r\n", 1494 + "labels": [ 1495 + "College" 1496 + ], 1497 + "is_in_inbox": true, 1498 + "confidence": "high" 1499 + }, 1500 + { 1501 + "thread_id": "19b2e286cd766927", 1502 + "subject": "Freedom to explore your academic interests", 1503 + "from": "Syracuse University Admissions <orange_at_syr.edu_l9k069g0@duck.com>", 1504 + "to": "l9k069g0@duck.com", 1505 + "cc": "", 1506 + "date": "2025-12-17T21:12:36.000Z", 1507 + "body": "Majors, minors and more!\r\n\r\n\r\nIsabella Chavez Miranda '25 parlayed her studies in chemistry and management into a career in health care administration. Learn more <https://www.syracuse.edu/stories/unique-academic-pairings/?utm_campaign=central&utm_content=flexibility&utm_medium=email&utm_source=admissions&utm_term=26>.\r\n\r\n\r\n Hi Kieran, \r\n\r\n Struggling to choose one major? We get it! That's why many Syracuse University students go beyond having a single major. Whether through dual enrollment <https://www.syracuse.edu/admissions-aid/application-process/undergraduate/enrollment-options/dual-combined/?utm_campaign=central&utm_content=flexibility&utm_medium=email&utm_source=admissions&utm_term=26>, double or triple majors, or adding minors, our students create unique academic paths <https://www.syracuse.edu/stories/unique-academic-pairings/?utm_campaign=central&utm_content=flexibility&utm_medium=email&utm_source=admissions&utm_term=26> that reflect their passions and goals.\r\n\r\n With this flexibility, you can design an academic experience that fits your vision and curiosity across a variety of disciplines.\r\n\r\n Here are some examples of the combinations students have pursued: \r\n\r\n\t Major: Management\r\nMinor: Music industry\r\n \r\n\t Major: Environmental and interior design\r\nMinors: Architecture; information technology, design and startups\r\n \r\n\t Majors: Political science; Spanish language, literature and culture; women's and gender studies\r\nMinor: Social justice\r\n \r\n\t Majors: Environment, sustainability and policy; sociology; Earth Sciences\r\n \r\n\r\n \"I picked up my minor after talking to upperclassmen...having an iSchool minor helps me to see policy through a technological lens. I took a class to make sure I really wanted to add the minor, and really enjoyed it.\"\r\n\r\n -Logan Battaglia '25 G'26 <https://posts.syr.edu/2024/11/06/logan-battaglia-25-shares-her-passion-for-policy-and-plans-for-engaging-in-public-affairs-after-graduation/?utm_campaign=central&utm_content=flexibility&utm_medium=email&utm_source=admissions&utm_term=26> \r\n Major: Policy studies\r\n Minor: Applied data analytics\r\n \r\n\r\n\r\n Kieran, imagine what you could explore here!\r\n\r\n There's still time to apply: \r\n\r\n\t Early Decision II: Monday, January 5, 2026 \r\n\t Regular Decision: Monday, January 5, 2026 \r\n\r\nApply Today <https://www.syracuse.edu/admissions/undergraduate/apply/?utm_campaign=central&utm_content=flexibility&utm_medium=email&utm_source=admissions&utm_term=26>\r\n\r\n\r\n\r\n Go Orange! \r\n\r\nMaurice A. Harris, Ph.D.\r\n Dean of Admissions\r\n \r\n\r\n \r\n\r\nOffice of Admissions\r\n 401 University Place\r\n Syracuse, NY 13244\r\n 315.443.3611\r\norange@syr.edu\r\n\r\n\r\nThis email was sent to l9k069g0@duck.com by Syracuse University Admissions.\r\nUnsubscribe from Syracuse University. <https://undergraduate.admissions.go.syr.edu/go?r=optout&mid=7e45ce7f-b59d-46f6-8898-6192ef30a7ea&utm_campaign=central&utm_content=flexibility&utm_medium=email&utm_source=admissions&utm_term=26>\r\n", 1508 + "labels": [ 1509 + "College" 1510 + ], 1511 + "is_in_inbox": true, 1512 + "confidence": "high" 1513 + }, 1514 + { 1515 + "thread_id": "19b2d52942af0f51", 1516 + "subject": "I’m here to help with your Clarkson application.", 1517 + "from": "\"Case van Haasteren, Clarkson University\" <kvanhaas_at_clarkson.edu_3rmhb7wb@duck.com>", 1518 + "to": "3rmhb7wb@duck.com", 1519 + "cc": "", 1520 + "date": "2025-12-17T17:19:01.000Z", 1521 + "body": " Hi Kieran,\r\n\r\n I noticed we haven't received your application to Clarkson University <https://undergrad.clarkson.edu/register/app?pid=hreii-DRHrnxCfGtsBahVrayeXalg_uZNXInJjcDk_C1B41V3eLULsXwPNNHztjsuQ7bSBm2CHE&utm_campaign=senior-search&utm_content=senior-search-14&utm_medium=email&utm_source=carnegie-slate&utm_term=ynm-form> yet. Since I think you would be a fantastic candidate for our next class of innovators, I wanted to reach out.\r\n\r\nIs there anything I can help with before you apply?\r\n Let me know through this quick survey <https://undergrad.clarkson.edu/register/shortsurveyresponse?question=apply_cu&pid=hreii-DRHrm_-qQ93QFe4mLmtKrHxeqywe5DXc2e7hidiHM9Dtl3a3aR9Q1cVwb9ohsfJ3NQORhdpbxXBDz92-CYXq90-ROn&utm_campaign=senior-search&utm_content=senior-search-14&utm_medium=email&utm_source=carnegie-slate&utm_term=ynm-form> if you plan to apply to Clarkson. \r\n\r\n\t Yes <http://undergrad.clarkson.edu/register/shortsurveyresponse?question=apply_cu&answer_apply_cu=yes&pid=hreii-DRHrm_-qQ93QFe4mLmtKrHxeqywe5DXc2e7hidiHM9Dtl3a3aR9Q1cVwb9ohsfJ3NQORhdpbxXBDz92-CYXq90-ROn&utm_campaign=senior-search&utm_content=senior-search-14&utm_medium=email&utm_source=carnegie-slate&utm_term=ynm-form>, I'm going to apply! \r\n\t Maybe <http://undergrad.clarkson.edu/register/shortsurveyresponse?question=apply_cu&answer_apply_cu=maybe&pid=hreii-DRHrm_-qQ93QFe4mLmtKrHxeqywe5DXc2e7hidiHM9Dtl3a3aR9Q1cVwb9ohsfJ3NQORhdpbxXBDz92-CYXq90-ROn&utm_campaign=senior-search&utm_content=senior-search-14&utm_medium=email&utm_source=carnegie-slate&utm_term=ynm-form>, but I need more information. \r\n\t No <http://undergrad.clarkson.edu/register/shortsurveyresponse?question=apply_cu&answer_apply_cu=no&pid=hreii-DRHrm_-qQ93QFe4mLmtKrHxeqywe5DXc2e7hidiHM9Dtl3a3aR9Q1cVwb9ohsfJ3NQORhdpbxXBDz92-CYXq90-ROn&utm_campaign=senior-search&utm_content=senior-search-14&utm_medium=email&utm_source=carnegie-slate&utm_term=ynm-form>, I am not applying to Clarkson at this time. \r\n\r\n Remember, applying is test-optional and free. I'm looking forward to seeing your Clarkson application <https://undergrad.clarkson.edu/register/app?pid=hreii-DRHrnxCfGtsBahVrayeXalg_uZNXInJjcDk_C1B41V3eLULsXwPNNHztjsuQ7bSBm2CHE&utm_campaign=senior-search&utm_content=senior-search-14&utm_medium=email&utm_source=carnegie-slate&utm_term=ynm-form> and discovering what you'll accomplish soon, Kieran. If you have any specific questions for me, feel free to respond to this email.\r\n\r\n Sincerely,\r\n\r\n Case van Haasteren\r\n Regional Admissions\r\nkvanhaas@clarkson.edu\r\n 315-268-3715\r\n \r\n\r\nYou may be receiving this email as an opt-in from a college search source, such as the College Board Student Search Service, ACT, etc.\r\n\r\n\r\nThis email was sent to 3rmhb7wb@duck.com by Case van Haasteren, Clarkson University.\r\nUnsubscribe from Clarkson University Undergraduate Admissions. <https://undergrad.clarkson.edu/go?r=optout&mid=9358f159-de8f-46a2-b3d4-cc898c9a94c0&utm_campaign=senior-search&utm_content=senior-search-14&utm_medium=email&utm_source=carnegie-slate&utm_term=ynm-form>\r\n", 1522 + "labels": [ 1523 + "College" 1524 + ], 1525 + "is_in_inbox": true, 1526 + "pertains": false, 1527 + "reason": "Unsolicited outreach - haven't applied", 1528 + "confidence": "high" 1529 + }, 1530 + { 1531 + "thread_id": "19b2a62fdf7b4138", 1532 + "subject": "Re: [EXTERNAL] Scholarships for Homeschooled students", 1533 + "from": "\"Stovall, Jennifer\" <stovallj@westerville.k12.oh.us>", 1534 + "to": "Kieran Klukas <kieran.klukas@gmail.com>", 1535 + "cc": "", 1536 + "date": "2025-12-18T15:31:09.000Z", 1537 + "body": "Good morning Kieran. Thank you for reaching out. I have listed some\r\ninformation that I share with my students about possible scholarship\r\nopportunities. Best of luck to you!\r\n\r\nCollege Scholarships\r\n\r\n -\r\n\r\n Most scholarship money is generated by the college/university you choose\r\n to attend through merit-based (good grades/high test scores) and need-based\r\n scholarships!\r\n -\r\n\r\n Please pay close attention to application deadlines and procedures. Some\r\n application deadlines are as early as November and Priority Scholarships are\r\n tied to those dates.\r\n -\r\n\r\n Strive for the best grades possible and strong test scores. This\r\n begins your freshman year.\r\n -\r\n\r\n College websites also have additional scholarships that students will\r\n need to apply for. Please be sure to research each colleges' scholarship\r\n opportunities.\r\n -\r\n\r\n Please reach out to unions, church groups, cultural groups, utilities\r\n companies, fraternities/sororities. If you are a member of any group, you\r\n may find that scholarships are offered for the members' children.\r\n -\r\n\r\n Opportunity Scholarship via College Board\r\n <http://opportunity.collegeboard.org/>\r\n\r\n\r\nMost Popular Scholarship Search Engine Sites\r\n\r\n -\r\n\r\n Cappex <https://www.cappex.com/> – A free website where you can learn\r\n which colleges want you, before you apply and learn about more than $11\r\n billion in merit aid scholarships.\r\n -\r\n\r\n The College Board Opportunity Scholarships\r\n <https://opportunity.collegeboard.org/> - The program guides juniors and\r\n seniors through the college planning process and offers the chance to earn\r\n scholarships, from $500 to $40,000, for every action that students complete\r\n -\r\n\r\n Fastweb.com <http://www.fastweb.com/>- Create a profile and let fastweb\r\n do the research on scholarships, internships colleges and more for you.\r\n -\r\n\r\n Gates Millennium Scholars <http://www.gmsp.org/> – Provides outstanding\r\n low income African American, American Indian/Alaska Native, Asian Pacific\r\n Islander American, and Hispanic American students with an opportunity to\r\n complete an undergraduate college education in any discipline they choose.\r\n -\r\n\r\n Going Merry <https://app.goingmerry.com/sign-up#students>- A free,\r\n one-stop scholarships platform. It matches you with scholarships and then\r\n helps you apply directly. It has both local and national scholarships and\r\n you can bulk-apply for multiple scholarships, which share similar essay\r\n prompts, using one application.\r\n -\r\n\r\n Ohio Board of Regents\r\n <https://www.ohiohighered.org/search/node/scholarships>\r\n -\r\n\r\n RaiseMe <https://www.raise.me/>\r\n\r\nAdditional Sites\r\n\r\n -\r\n\r\n Asian & Pacific Islander American Scholarship Fund\r\n <http://www.apiasf.org/scholarship_apiasf.html> – The nation’s largest\r\n non-profit organization devoted to providing college scholarships for Asian\r\n Americans and Pacific Islanders (AAPI).\r\n -\r\n\r\n American Indian College Fund <http://www.collegefund.org/> – Provides\r\n Native American students with scholarships and financial support for the\r\n nation’s 33 accredited tribal colleges and universities.\r\n -\r\n\r\n American Indian Graduate Center & AIGCS <http://www.aigcs.org/> - The\r\n largest scholarship providers to Native students in the United States,\r\n awarding $15 million in scholarships annually and more than $200 million\r\n since inception. For almost 50 years, AIGC has funded students pursing\r\n undergraduate, graduate, and professional degrees in any field of study at\r\n any accredited institution of choice, working with over 500 tribes in all\r\n 50 states.\r\n -\r\n\r\n Bold <https://bold.org/scholarships/>: Access thousands of exclusive\r\n scholarships across hundreds of categories, all available only on Bold.org.\r\n Browse the categories below to find the perfect scholarship for you.\r\n -\r\n\r\n Broke Scholar <http://www.brokescholar.com/>\r\n -\r\n\r\n CashCourse <http://www.cashcourse.org/> – Information that helps college\r\n students stay financially informed.\r\n -\r\n\r\n The Columbus Foundation\r\n <https://columbusfoundation.org/students/scholarships>\r\n -\r\n\r\n Common Knowledge Scholarship Foundation <http://www.cksf.org/> –\r\n Educational and scholarship opportunities for students of all levels.\r\n -\r\n\r\n Dell Scholars Program <http://www.dellscholars.org/> – Recognizes\r\n academic potential and determination in students that have a definite need\r\n for financial assistance.\r\n -\r\n\r\n Goizueta Legacy Scholarship\r\n <http://www.goizuetafoundation.org/goizueta-legacy-scholarships/> -\r\n Provides scholarships for the children of Coca-Cola employees.\r\n -\r\n\r\n HS Finder (Hispanic Scholarship Fund)\r\n <http://www.latinocollegedollars.org/> – Scholarship information for\r\n Latino students.\r\n -\r\n\r\n KnowHow2GO <http://www.knowhow2go.org/>\r\n http://www.latinocollegedollars.org/\r\n <http://www.latinocollegedollars.org/>– Complete information on college\r\n prep, whether in middle school or seniors.\r\n -\r\n\r\n “No Essay” College Scholarship\r\n <https://colleges.niche.com/scholarship/no-essay-scholarship/>\r\n -\r\n\r\n The NSHSS Foundation <https://nshssfoundation.org/> - The NSHSS\r\n Foundation fosters the growth of students pursuing the STEAM (science,\r\n technology, engineering, arts, and math), business, economics, public\r\n policy, and environmental science and sustainability fields. Through\r\n special programs, including the NSHSS Honor Society, the NSHSS Foundation\r\n connects young scholars with additional opportunities to advance their\r\n education, personal growth and career interests.\r\n -\r\n\r\n Peerlift <http://peerlift.org/> - Proven scholarships, internships,\r\n summer programs, and more gathered by fellow students like you. (Founded by\r\n a team of 2017 Coca-Cola Scholars!) Learn more about the creation of\r\n Peerlift\r\n <https://www.coca-colascholarsfoundation.org/blog/sam-gorman-increasing-college-access-peerlift/>\r\n .\r\n -\r\n\r\n Reagan Foundation Scholarships\r\n <https://www.reaganfoundation.org/education/scholarship-programs/> -\r\n Scholarship opportunities for outstanding student leaders.\r\n -\r\n\r\n SallieMae: College Answer\r\n <https://www.salliemae.com/plan-for-college/scholarships/>\r\n -\r\n\r\n Scholar Snapp <http://www.scholarsnapp.org/> - A free, simple to use\r\n data standard that allows students to reuse their application information -\r\n including contact information, essays, transcripts, etc. - from one\r\n scholarship application to another thereby streamlining the college\r\n scholarship application process.\r\n -\r\n\r\n Scholly <https://myscholly.com/> – A mobile app that provides students\r\n with a fast and simple way to find scholarships for college. (Created by\r\n Christopher Gray, a Coca-Cola Scholar!)\r\n -\r\n\r\n Scholarship Experts www.scholarshipexperts.com\r\n <http://www.scholarshipexperts.com/>\r\n -\r\n\r\n Scholarships.com <http://www.scholarships.com/>– A free college\r\n scholarship search and financial aid information.\r\n -\r\n\r\n Scholarship America <http://www.scholarshipamerica.org/> – Provides\r\n information and resources for your scholarship search.\r\n -\r\n\r\n Thurgood Marshall College Fund <https://www.tmcf.org/> – Provides\r\n scholarships, programmatic and capacity building support to the 47 public\r\n Historically Black Colleges and Universities (HBCUs).\r\n\r\nUNCF <http://www.uncf.org/> – Awards 10,000 students each year through 400\r\nscholarship and internship programs so that students from low- and\r\nmoderate-income families can afford college tuition, books and room and\r\nboard.\r\n\r\nOn Tue, Dec 16, 2025 at 10:41 PM Kieran Klukas <kieran.klukas@gmail.com>\r\nwrote:\r\n\r\n> Hi!\r\n>\r\n> My name is Kieran Klukas and I would be going to westerville south but I\r\n> am a homeschooler. I was wondering if you had any good resources on\r\n> scholarships and grants in and around Westerville that I might be eligible\r\n> for? I had added the scholarship database (\r\n> https://scholarships.westervilleparentcouncil.com/) to my list of\r\n> scholarships to follow up on last year but this year it seems that\r\n> homeschooled students can no longer use that service. Andrew Streetman who\r\n> developed the new version of the database pointed me to you after I\r\n> contacted him regarding my email being denied for signing up for an account.\r\n>\r\n> Sincerely,\r\n> Kieran Klukas\r\n>\r\n\r\n\r\n-- \r\n*Jennifer Stovall* (she/her/hers)\r\n*School Counselor, De - Kh*\r\n*Westerville South High School*\r\n*International Baccalaureate World School*\r\n*303 Otterbein Avenue*\r\n*Westerville, Oh 43081*\r\n*614- <6147976003>**797-60 <6147976003>**03 <6147976003>*\r\n*Internal Extension 21121*\r\n\r\n\r\n\r\n*If you are concerned about the safety of yourself or others, please utilize\r\none of the following resources:\r\n\r\nCrisis Text Line: Text 4HOPE to 741-741\r\nFranklin County Mental Health Emergencies: (614) 722-1800\r\nDelaware County Mental Health Emergencies: (740) 369-4482\r\nFranklin County Child Abuse Reporting Hotline: (614) 229-7000\r\nDelaware County Child Abuse Reporting Hotline: (740) 833-2300\r\n24-Hour Suicide Prevention Hotline: (614) 221-5445\r\nDomestic Violence Hotline: 1-866-331-9474\r\nRunaway Hotline: 1-800-786-2929\r\nRAINN, Rape, Abuse & Incest National Network 1-800-656-4673\r\nAll Other Emergencies: 911\r\n* <http://www.westerville.k12.oh.us/wshs/Content/298>*\r\n", 1538 + "labels": [ 1539 + "College" 1540 + ], 1541 + "is_in_inbox": false, 1542 + "pertains": true, 1543 + "reason": "Response to my scholarship inquiry", 1442 1544 "confidence": "high" 1443 1545 } 1444 1546 ]
+60
src/classifier.ts
··· 23 23 const securityResult = this.checkSecurity(subject, body, combined); 24 24 if (securityResult) return securityResult; 25 25 26 + // RESPONSE TO STUDENT OUTREACH: Replies to emails the student sent 27 + const outreachResult = this.checkStudentOutreach(subject, body, combined); 28 + if (outreachResult) return outreachResult; 29 + 26 30 // RESPONSE TO STUDENT ACTION: Application confirmations, enrollment confirmations 27 31 const actionResult = this.checkStudentAction(subject, body, combined); 28 32 if (actionResult) return actionResult; ··· 54 58 confidence: 0.3, 55 59 matched_rules: ["default_not_relevant"] 56 60 }; 61 + } 62 + 63 + private checkStudentOutreach(subject: string, body: string, combined: string): ClassificationResult | null { 64 + // Check if this is a reply to an email the student sent 65 + const isReply = /^re:/i.test(subject.trim()); 66 + if (!isReply) return null; 67 + 68 + const responsePatterns = [ 69 + /\bthank\s+you\s+for\s+reaching\s+out\b/, 70 + /\bthanks\s+for\s+reaching\s+out\b/, 71 + /\bthank\s+you\s+for\s+(your\s+)?(email|inquiry|question|interest)\b/, 72 + /\bin\s+response\s+to\s+your\s+(email|inquiry|question)\b/, 73 + ]; 74 + 75 + for (const pattern of responsePatterns) { 76 + if (pattern.test(combined)) { 77 + return { 78 + pertains: true, 79 + reason: "Reply to student's outreach email", 80 + confidence: 0.95, 81 + matched_rules: ["student_outreach_reply"] 82 + }; 83 + } 84 + } 85 + 86 + return null; 57 87 } 58 88 59 89 private checkSecurity(subject: string, body: string, combined: string): ClassificationResult | null { ··· 105 135 if (/\bhow\s+to\s+apply\b|\bapply\s+now\b|\bstart\s+(your\s+)?application\b/.test(combined)) { 106 136 return null; 107 137 } 138 + // Exclude "haven't received your application" or "we haven't received" (outreach) 139 + if (/\bhaven'?t\s+received\s+your\s+application\b|\bwe\s+haven'?t\s+received\b/.test(combined)) { 140 + return null; 141 + } 142 + // Exclude "before you apply" or "help with before you apply" (outreach) 143 + if (/\bbefore\s+you\s+apply\b/.test(combined)) { 144 + return null; 145 + } 108 146 return { 109 147 pertains: true, 110 148 reason: "Confirmation of student action (application/enrollment)", ··· 220 258 if (/\bcomplete\s+your\s+application\b.*\b(priority|perks|benefits|no\s+application\s+fee|no\s+essay)\b/.test(combined)) { 221 259 return null; 222 260 } 261 + // Exclude "apply for free" or "waiving your fee" marketing 262 + if (/\bapply\s+for\s+free\b|\bwaiving\s+your.*\bfee\b|\bwe'?re\s+waiving\s+your\b/.test(combined)) { 263 + return null; 264 + } 265 + // Exclude "apply and enroll" combined deadline marketing 266 + if (/\bapply\s+and\s+enroll\b.*\bfree\b/.test(combined)) { 267 + return null; 268 + } 269 + // Exclude "haven't received your application" or "we haven't received" (outreach) 270 + if (/\bhaven'?t\s+received\s+your\s+application\b|\bwe\s+haven'?t\s+received\b/.test(combined)) { 271 + return null; 272 + } 223 273 return { 224 274 pertains: true, 225 275 reason: "Accepted student portal/deposit information", ··· 247 297 // Dual enrollment is relevant if it's about actual courses, not marketing 248 298 if (/\blearn\s+more\s+about\b|\binterested\s+in\b|\bconsider\s+joining\b/.test(combined)) { 249 299 return null; // Just marketing 300 + } 301 + // Exclude general "explore your academic interests" marketing 302 + if (/\bfreedom\s+to\s+explore\b.*\bacademic\s+interests\b|\bmajors,?\s+minors\s+and\s+more\b/.test(combined)) { 303 + return null; 250 304 } 251 305 return { 252 306 pertains: true, ··· 300 354 /\bscholarship\s+estimate\b/, 301 355 /\byou\s+have\s+not\s+(yet\s+)?seen\s+your.*\bscholarship\b/, 302 356 /\bacademic\s+scholarship\s+estimate\b/, 357 + // "You've earned a scholarship" but says "pre-admission" (not actually awarded) 358 + /\bpre[- ]admission\b/, 359 + // Scholarship deadline approaching (apply for it, not awarded) 360 + /\bscholarship\s+deadline\s+(approaching|soon)\b/, 361 + // "upon admission" means not awarded yet 362 + /\bscholarship\b.*\bupon\s+admission\b|\bupon\s+admission\b.*\bscholarship\b/, 303 363 ]; 304 364 305 365 // Check if scholarship is mentioned but not awarded