commit 3c848cc92e2c25546c2326adb2e10775206a2331 · dunkirk.sh/filter-college-spam

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README.md

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       Intelligent email classifier that automatically filters college marketing spam while keeping important emails in your inbox.

     

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       **Current Performance**: 100% accuracy on 58 labeled emails

     

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       **Current Performance**: 100% accuracy on 63 labeled emails

     

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       ## Quick Start

     

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       **TypeScript → Google Apps Script Pipeline**

     

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       ```

     

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       src/apps-script/Code.ts (TypeScript with type safety)

     

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       src/classifier.ts (Core classification logic - single source of truth)

     

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         ↓

     

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         ↓ imported by

     

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         ↓

     

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         ↓ bun run gas build (compile)

     

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       src/apps-script/wrapper.ts (Apps Script wrapper)

     

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         ↓

     

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       build/Code.gs (Google Apps Script)

     

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         ↓ bun run gas (bundle with esbuild)

     

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         ↓

     

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       build/Code.gs (Single-file Google Apps Script)

     

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         ↓

     

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         ↓ Manual copy/paste

     

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         ↓

     

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       Google Apps Script → Gmail Auto-Filtering

     

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       ```

     

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       **Key Improvement**: The classifier logic is now shared between local testing and Apps Script deployment. No more manual syncing!

     

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       ## Gmail Deployment

     

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       # 3. Import and evaluate

     

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       bun run import new-emails-labeled.json

     

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       # 4. Update patterns in src/apps-script/Code.ts

     

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       # 4. Update patterns in src/classifier.ts

     

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       # 5. Test locally

     

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       bun test

     
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       ### Adding New Patterns

     

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       1. Edit `src/apps-script/Code.ts` with type-safe TypeScript

     

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       1. Edit `src/classifier.ts` - the single source of truth

     

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       2. Add tests in `src/classifier.test.ts`

     

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       3. Run `bun test` to verify

     

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       4. Build and deploy: `bun run gas build` then copy to Apps Script

     

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       **Note**: Keep `src/classifier.ts` (local testing) and `src/apps-script/Code.ts` (deployed) in sync manually.

     

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       **Note**: The Apps Script is automatically bundled from `src/classifier.ts` via `src/apps-script/wrapper.ts`

     

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       ## Project Structure

     

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       ```

     

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       src/

     

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         apps-script/

     

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           Code.ts             - Apps Script source (TypeScript)

     

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           appsscript.json     - Apps Script manifest

     

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         classifier.ts         - Core classifier (for local testing)

     

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           wrapper.ts            - Apps Script wrapper (imports classifier)

     

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           Code.ts               - DEPRECATED (see wrapper.ts)

     

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           appsscript.json       - Apps Script manifest

     

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         classifier.ts         - Core classifier (SINGLE SOURCE OF TRUTH)

     

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         classifier.test.ts    - Unit tests

     

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         types.ts              - TypeScript types

     

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         evaluate.ts           - Evaluation tool

     

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         label.ts              - Interactive labeling CLI

     

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         import-labeled.ts     - Import labeled emails

     

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         build-gas.ts          - Build/deploy script

     

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         build-gas.ts          - Build/deploy script (uses esbuild)

     

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       scripts/

     

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         export-from-label.gs  - Export emails from Gmail

     

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       build/                  - Generated (gitignored)

     

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         Code.gs               - Compiled Apps Script

     

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         compiled/             - Intermediate JavaScript

     

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         Code.gs               - Bundled Apps Script

     

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         bundled.js            - Intermediate bundle

     

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       data/

     

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         labeled-emails.json   - Main dataset (58 emails)

     

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         labeled-emails.json   - Main dataset (63 emails)

     

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         example-export.json   - Example export

     

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       tsconfig.apps-script.json - TypeScript config for Apps Script

     
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       - **Modern syntax**: ES6+ features (arrow functions, classes, etc.)

     

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       - **Local development**: Edit with VS Code autocomplete

     

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       - **Manual deployment**: Build locally, copy/paste to Apps Script

     

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       - **No bundler overhead**: Simple TypeScript → JavaScript compilation

     

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       - **Bundling**: esbuild bundles classifier + wrapper into single file

     

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       - **Single source of truth**: `src/classifier.ts` used by both local tests and Apps Script

     

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       Configuration:

     

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       - `tsconfig.apps-script.json` - Targets ES2015, no modules

     

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       - `src/build-gas.ts` - Build script

     

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       - `src/build-gas.ts` - Build script with esbuild bundler

     

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       - `src/apps-script/wrapper.ts` - Apps Script wrapper that imports classifier

     

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       ## Metrics

     

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       - **Accuracy**: 100% (58/58 emails correctly classified)

     

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       - **Accuracy**: 100% (63/63 emails correctly classified)

     

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       - **Precision**: 100% (no false positives - no spam in inbox)

     

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       - **Recall**: 100% (no false negatives - all important emails reach inbox)

     

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       - **F1 Score**: 100%

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bun.lock

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             "devDependencies": {

     

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data/labeled-emails.json

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       2
       -
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···

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             "reason": "Marketing/unsolicited outreach",

     

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           {

     

       993
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             "thread_id": "19afeb02bf7cfb20",

     

       994
       994
       +
             "subject": "Re: Your admission decision at Saint Xavier University",

     

       995
       995
       +
             "from": "Saint Xavier University <SaintXavierUniversity_at_gosaintxavier.org_l9k069g0@duck.com>",

     

       996
       996
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             "to": "Kieran Klukas <l9k069g0@duck.com>",

     

       997
       997
       +
             "cc": "",

     

       998
       998
       +
             "date": "2025-12-08T15:38:56.000Z",

     

       999
       999
       +
             "body": "Your status is proof that you've impressed our admission team ...\r\n\r\n<div class=\"dynamic-content\"><p>Dear Kieran,</p><p>Your <strong>Priority Student&nbsp;</strong>status is proof that you've impressed our admission team at Saint Xavier University, and the advantages that come with that status demonstrate that we're interested in your candidacy.</p><p>If you haven't yet done so, <a href=\"https://my.gosaintxavier.org/f/r/d782e1d1ced69d7230dc062f2?ct=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%3D%3D&\" rel=\"noopener\" target=\"_blank\">submit the <strong>Priority Student Application</strong> we've created for you here</a> or <a href=\"https://my.gosaintxavier.org/f/r/0fa03438ddc9ca8c49b9656fc?ct=YTo3OntzOjY6InNvdXJjZSI7YTowOnt9czo1OiJlbWFpbCI7aToyNjA7czo0OiJzdGF0IjtzOjIyOiI2OTM2ZjEwZGQ3NDkwMjM0ODk5OTkyIjtzOjk6InNlbnRfdGltZSI7aToxNzY1MjA4MzMzO3M6NDoibGVhZCI7czo3OiI0MDQ4MzkxIjtzOjc6ImNoYW5uZWwiO2E6MTp7czo1OiJlbWFpbCI7aToyNjA7fXM6MjQ6Im10Y19yZWRpcmVjdF9kZXN0aW5hdGlvbiI7czoyMDY6Imh0dHBzOi8vYXBwbHkuY29tbW9uYXBwLm9yZy9sb2dpbj9tYT05MTg%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0wYjhjZDI0NC0yNDg4LTQwMDEtYTNhZi1hYzQyZTU1MzdiNjQmVVRNX3JjcmQ9NWYxNjZhZWEtZDM1OS00ZjJlLTkwYjAtZDZhNWI1MWNjNTk3Ijt9&\" rel=\"noopener\" target=\"_blank\">add SXU to the Common App</a>. The deadline to apply is <strong>December 15</strong><strong>,</strong> but that should be no problem. Your advantages are seriously time-saving. You'll:</p><ul><li>Receive <strong>an annual scholarship worth up to $24,000</strong> upon admission.</li><li>Pay <strong>no</strong> application fee.</li><li>Write <strong>no</strong> essay (unless you are a nursing applicant).</li><li>Submit <strong>no</strong> test scores unless you want to.</li></ul><p>We want it to be simple to complete our application, Kieran, and we want our top-tier education to be within your reach. That's why we offer a wide range of scholarships and awards to qualified students—and why we're happy to consider you for those awards automatically when you apply.</p><p><a href=\"https://my.gosaintxavier.org/f/r/d782e1d1ced69d7230dc062f2?ct=YTo3OntzOjY6InNvdXJjZSI7YTowOnt9czo1OiJlbWFpbCI7aToyNjA7czo0OiJzdGF0IjtzOjIyOiI2OTM2ZjEwZGQ3NDkwMjM0ODk5OTkyIjtzOjk6InNlbnRfdGltZSI7aToxNzY1MjA4MzMzO3M6NDoibGVhZCI7czo3OiI0MDQ4MzkxIjtzOjc6ImNoYW5uZWwiO2E6MTp7czo1OiJlbWFpbCI7aToyNjA7fXM6MjQ6Im10Y19yZWRpcmVjdF9kZXN0aW5hdGlvbiI7czoyMDQ6Imh0dHBzOi8vYXBwbGljYXRpb24uZ29zYWludHhhdmllci5vcmcvP3V0bV9jYW1wYWlnbj1kbCZ1dG1fc291cmNlPWVucm9sbDM2MF9hcHBseSZ1dG1fbWVkaXVtPWVtYWlsJnV0bV9jb250ZW50PWFwcGx5JnRubnQ9MGI4Y2QyNDQtMjQ4OC00MDAxLWEzYWYtYWM0MmU1NTM3YjY0JlVUTV9yY3JkPTVmMTY2YWVhLWQzNTktNGYyZS05MGIwLWQ2YTViNTFjYzU5NyI7fQ%3D%3D&\" rel=\"noopener\" target=\"_blank\">Submit the <strong>Priority Student Application</strong> here.</a></p><p><a href=\"https://my.gosaintxavier.org/f/r/0fa03438ddc9ca8c49b9656fc?ct=YTo3OntzOjY6InNvdXJjZSI7YTowOnt9czo1OiJlbWFpbCI7aToyNjA7czo0OiJzdGF0IjtzOjIyOiI2OTM2ZjEwZGQ3NDkwMjM0ODk5OTkyIjtzOjk6InNlbnRfdGltZSI7aToxNzY1MjA4MzMzO3M6NDoibGVhZCI7czo3OiI0MDQ4MzkxIjtzOjc6ImNoYW5uZWwiO2E6MTp7czo1OiJlbWFpbCI7aToyNjA7fXM6MjQ6Im10Y19yZWRpcmVjdF9kZXN0aW5hdGlvbiI7czoyMDY6Imh0dHBzOi8vYXBwbHkuY29tbW9uYXBwLm9yZy9sb2dpbj9tYT05MTg%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0wYjhjZDI0NC0yNDg4LTQwMDEtYTNhZi1hYzQyZTU1MzdiNjQmVVRNX3JjcmQ9NWYxNjZhZWEtZDM1OS00ZjJlLTkwYjAtZDZhNWI1MWNjNTk3Ijt9&\" rel=\"noopener\" target=\"_blank\">Or add SXU to the Common App here.</a></p><p>I hope you'll take a few moments to submit your application right now, Kieran! I look forward to learning even more about you.</p><p>Sincerely,</p><p><div data-darkreader-inline-color=\"\" style=\"margin-bottom: 0px; text-align: left; line-height: 1.3; font-size: 17px; color: rgb(0, 0, 0); --darkreader-inline-color: #b4b2b0;\"><strong>Brian D. Hotzfield</strong></div>\r\n\r\n<div data-darkreader-inline-color=\"\" style=\"margin-bottom: 0px; text-align: left; line-height: 1.3; font-size: 16px; color: rgb(0, 0, 0); --darkreader-inline-color: #b4b2b0;\"><i>Vice President - Enrollment</i></div>\r\n\r\n<div data-darkreader-inline-color=\"\" style=\"margin-top: 0px; margin-bottom: 0px; color: rgb(0, 0, 0); font-size: 15px; line-height: 1.3; --darkreader-inline-color: #b4b2b0;\">Saint Xavier University</div>\r\n\r\n<div data-darkreader-inline-color=\"\" style=\"margin-top: 0px; margin-bottom: 0px; color: rgb(0, 0, 0); font-size: 15px; line-height: 1.3; --darkreader-inline-color: #b4b2b0;\">3700 West 103rd Street<br />\r\nChicago, IL 60655</div></p></div>\r\n\r\nWe received your information from\r\nyour Appily college research.\r\n\r\nBrowse to https://my.gosaintxavier.org/email/unsubscribe/6936f10dd7490234899992/l9k069g0@duck.com/058590bcf0737eef4c4d9f35b95dab6a290be2dfa9e70822ef7611cecf12a5fe to no longer receive emails from this company.\r\n",

     

       1000
       1000
       +
             "labels": [

     

       1001
       1001
       +
               "College"

     

       1002
       1002
       +
             ],

     

       1003
       1003
       +
             "is_in_inbox": true,

     

       1004
       1004
       +
             "pertains": false,

     

       1005
       1005
       +
             "reason": "Saint Xavier spam",

     

       1006
       1006
       +
             "labeled_at": "2025-12-08T17:47:21.132Z",

     

       1007
       1007
       +
             "confidence": "high"

     

       1008
       1008
       +
           },

     

       1009
       1009
       +
           {

     

       1010
       1010
       +
             "thread_id": "19afea144e0e49d2",

     

       1011
       1011
       +
             "subject": "Re: Your admission decision at Saint Xavier University",

     

       1012
       1012
       +
             "from": "Saint Xavier University <SaintXavierUniversity_at_gosaintxavier.org_3rmhb7wb@duck.com>",

     

       1013
       1013
       +
             "to": "Kieran Klukas <3rmhb7wb@duck.com>",

     

       1014
       1014
       +
             "cc": "",

     

       1015
       1015
       +
             "date": "2025-12-08T15:42:49.000Z",

     

       1016
       1016
       +
             "body": "Your status is proof that you've impressed our admission team ...\r\n\r\n<div class=\"dynamic-content\"><p>Dear Kieran,</p><p>Your <strong>Priority Student&nbsp;</strong>status is proof that you've impressed our admission team at Saint Xavier University, and the advantages that come with that status demonstrate that we're interested in your candidacy.</p><p>If you haven't yet done so, <a href=\"https://my.gosaintxavier.org/f/r/d782e1d1ced69d7230dc062f2?ct=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%3D%3D&\" rel=\"noopener\" target=\"_blank\">submit the <strong>Priority Student Application</strong> we've created for you here</a> or <a href=\"https://my.gosaintxavier.org/f/r/0fa03438ddc9ca8c49b9656fc?ct=YTo3OntzOjY6InNvdXJjZSI7YTowOnt9czo1OiJlbWFpbCI7aToyNjA7czo0OiJzdGF0IjtzOjIyOiI2OTM2ZjFmNzk3YzQ3MzMxMDEyOTEzIjtzOjk6InNlbnRfdGltZSI7aToxNzY1MjA4NTY3O3M6NDoibGVhZCI7czo3OiI0MDk2NDI5IjtzOjc6ImNoYW5uZWwiO2E6MTp7czo1OiJlbWFpbCI7aToyNjA7fXM6MjQ6Im10Y19yZWRpcmVjdF9kZXN0aW5hdGlvbiI7czoyMDY6Imh0dHBzOi8vYXBwbHkuY29tbW9uYXBwLm9yZy9sb2dpbj9tYT05MTg%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0wYjhjZDI0NC0yNDg4LTQwMDEtYTNhZi1hYzQyZTU1MzdiNjQmVVRNX3JjcmQ9MmRhNmFkZGUtNGY4NC00NDU4LWFkZmMtODNkNWM1ZDhiM2M3Ijt9&\" rel=\"noopener\" target=\"_blank\">add SXU to the Common App</a>. The deadline to apply is <strong>December 15</strong><strong>,</strong> but that should be no problem. Your advantages are seriously time-saving. You'll:</p><ul><li>Receive <strong>an annual scholarship worth up to $24,000</strong> upon admission.</li><li>Pay <strong>no</strong> application fee.</li><li>Write <strong>no</strong> essay (unless you are a nursing applicant).</li><li>Submit <strong>no</strong> test scores unless you want to.</li></ul><p>We want it to be simple to complete our application, Kieran, and we want our top-tier education to be within your reach. That's why we offer a wide range of scholarships and awards to qualified students—and why we're happy to consider you for those awards automatically when you apply.</p><p><a href=\"https://my.gosaintxavier.org/f/r/d782e1d1ced69d7230dc062f2?ct=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%3D%3D&\" rel=\"noopener\" target=\"_blank\">Submit the <strong>Priority Student Application</strong> here.</a></p><p><a href=\"https://my.gosaintxavier.org/f/r/0fa03438ddc9ca8c49b9656fc?ct=YTo3OntzOjY6InNvdXJjZSI7YTowOnt9czo1OiJlbWFpbCI7aToyNjA7czo0OiJzdGF0IjtzOjIyOiI2OTM2ZjFmNzk3YzQ3MzMxMDEyOTEzIjtzOjk6InNlbnRfdGltZSI7aToxNzY1MjA4NTY3O3M6NDoibGVhZCI7czo3OiI0MDk2NDI5IjtzOjc6ImNoYW5uZWwiO2E6MTp7czo1OiJlbWFpbCI7aToyNjA7fXM6MjQ6Im10Y19yZWRpcmVjdF9kZXN0aW5hdGlvbiI7czoyMDY6Imh0dHBzOi8vYXBwbHkuY29tbW9uYXBwLm9yZy9sb2dpbj9tYT05MTg%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0wYjhjZDI0NC0yNDg4LTQwMDEtYTNhZi1hYzQyZTU1MzdiNjQmVVRNX3JjcmQ9MmRhNmFkZGUtNGY4NC00NDU4LWFkZmMtODNkNWM1ZDhiM2M3Ijt9&\" rel=\"noopener\" target=\"_blank\">Or add SXU to the Common App here.</a></p><p>I hope you'll take a few moments to submit your application right now, Kieran! I look forward to learning even more about you.</p><p>Sincerely,</p><p><div data-darkreader-inline-color=\"\" style=\"margin-bottom: 0px; text-align: left; line-height: 1.3; font-size: 17px; color: rgb(0, 0, 0); --darkreader-inline-color: #b4b2b0;\"><strong>Brian D. Hotzfield</strong></div>\r\n\r\n<div data-darkreader-inline-color=\"\" style=\"margin-bottom: 0px; text-align: left; line-height: 1.3; font-size: 16px; color: rgb(0, 0, 0); --darkreader-inline-color: #b4b2b0;\"><i>Vice President - Enrollment</i></div>\r\n\r\n<div data-darkreader-inline-color=\"\" style=\"margin-top: 0px; margin-bottom: 0px; color: rgb(0, 0, 0); font-size: 15px; line-height: 1.3; --darkreader-inline-color: #b4b2b0;\">Saint Xavier University</div>\r\n\r\n<div data-darkreader-inline-color=\"\" style=\"margin-top: 0px; margin-bottom: 0px; color: rgb(0, 0, 0); font-size: 15px; line-height: 1.3; --darkreader-inline-color: #b4b2b0;\">3700 West 103rd Street<br />\r\nChicago, IL 60655</div></p></div>\r\n\r\nWe received your information from\r\nthe College Board's Student Search Service.\r\n\r\nBrowse to https://my.gosaintxavier.org/email/unsubscribe/6936f1f797c47331012913/3rmhb7wb@duck.com/ec3770a0580ffa905c5c0aa5eb189f0af3764ad8cb445950c926484d62b8a9a3 to no longer receive emails from this company.\r\n",

     

       1017
       1017
       +
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       1018
       1018
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               "College"

     

       1019
       1019
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       1020
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             "is_in_inbox": true,

     

       1021
       1021
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             "pertains": false,

     

       1022
       1022
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             "reason": "Saint Xavier spam",

     

       1023
       1023
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             "labeled_at": "2025-12-08T17:47:21.133Z",

     

       1024
       1024
       +
             "confidence": "high"

     

       1025
       1025
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           },

     

       1026
       1026
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           {

     

       1027
       1027
       +
             "thread_id": "19afe9e19288e1fd",

     

       1028
       1028
       +
             "subject": "Re: Your admission decision at Saint Xavier University",

     

       1029
       1029
       +
             "from": "Saint Xavier University <SaintXavierUniversity_at_gosaintxavier.org_canopy-rind-aloft@duck.com>",

     

       1030
       1030
       +
             "to": "Kieran Klukas <canopy-rind-aloft@duck.com>",

     

       1031
       1031
       +
             "cc": "",

     

       1032
       1032
       +
             "date": "2025-12-08T15:39:22.000Z",

     

       1033
       1033
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             "body": "Your status is proof that you've impressed our admission team ...\r\n\r\n<div class=\"dynamic-content\"><p>Dear Kieran,</p><p>Your <strong>Priority Student&nbsp;</strong>status is proof that you've impressed our admission team at Saint Xavier University, and the advantages that come with that status demonstrate that we're interested in your candidacy.</p><p>If you haven't yet done so, <a href=\"https://my.gosaintxavier.org/f/r/d782e1d1ced69d7230dc062f2?ct=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%3D%3D&\" rel=\"noopener\" target=\"_blank\">submit the <strong>Priority Student Application</strong> we've created for you here</a> or <a href=\"https://my.gosaintxavier.org/f/r/0fa03438ddc9ca8c49b9656fc?ct=YTo3OntzOjY6InNvdXJjZSI7YTowOnt9czo1OiJlbWFpbCI7aToyNjA7czo0OiJzdGF0IjtzOjIyOiI2OTM2ZjEyNjgzNTJhODk0MzM2MTE0IjtzOjk6InNlbnRfdGltZSI7aToxNzY1MjA4MzU4O3M6NDoibGVhZCI7czo3OiI0MDQ5ODI4IjtzOjc6ImNoYW5uZWwiO2E6MTp7czo1OiJlbWFpbCI7aToyNjA7fXM6MjQ6Im10Y19yZWRpcmVjdF9kZXN0aW5hdGlvbiI7czoyMDY6Imh0dHBzOi8vYXBwbHkuY29tbW9uYXBwLm9yZy9sb2dpbj9tYT05MTg%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0wYjhjZDI0NC0yNDg4LTQwMDEtYTNhZi1hYzQyZTU1MzdiNjQmVVRNX3JjcmQ9OGRmYjJjNGYtODg3NC00N2I0LWFjNmItNmU5Y2MwNzE3YzNmIjt9&\" rel=\"noopener\" target=\"_blank\">add SXU to the Common App</a>. The deadline to apply is <strong>December 15</strong><strong>,</strong> but that should be no problem. Your advantages are seriously time-saving. You'll:</p><ul><li>Receive <strong>an annual scholarship worth up to $24,000</strong> upon admission.</li><li>Pay <strong>no</strong> application fee.</li><li>Write <strong>no</strong> essay (unless you are a nursing applicant).</li><li>Submit <strong>no</strong> test scores unless you want to.</li></ul><p>We want it to be simple to complete our application, Kieran, and we want our top-tier education to be within your reach. That's why we offer a wide range of scholarships and awards to qualified students—and why we're happy to consider you for those awards automatically when you apply.</p><p><a href=\"https://my.gosaintxavier.org/f/r/d782e1d1ced69d7230dc062f2?ct=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%3D%3D&\" rel=\"noopener\" target=\"_blank\">Submit the <strong>Priority Student Application</strong> here.</a></p><p><a href=\"https://my.gosaintxavier.org/f/r/0fa03438ddc9ca8c49b9656fc?ct=YTo3OntzOjY6InNvdXJjZSI7YTowOnt9czo1OiJlbWFpbCI7aToyNjA7czo0OiJzdGF0IjtzOjIyOiI2OTM2ZjEyNjgzNTJhODk0MzM2MTE0IjtzOjk6InNlbnRfdGltZSI7aToxNzY1MjA4MzU4O3M6NDoibGVhZCI7czo3OiI0MDQ5ODI4IjtzOjc6ImNoYW5uZWwiO2E6MTp7czo1OiJlbWFpbCI7aToyNjA7fXM6MjQ6Im10Y19yZWRpcmVjdF9kZXN0aW5hdGlvbiI7czoyMDY6Imh0dHBzOi8vYXBwbHkuY29tbW9uYXBwLm9yZy9sb2dpbj9tYT05MTg%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0wYjhjZDI0NC0yNDg4LTQwMDEtYTNhZi1hYzQyZTU1MzdiNjQmVVRNX3JjcmQ9OGRmYjJjNGYtODg3NC00N2I0LWFjNmItNmU5Y2MwNzE3YzNmIjt9&\" rel=\"noopener\" target=\"_blank\">Or add SXU to the Common App here.</a></p><p>I hope you'll take a few moments to submit your application right now, Kieran! I look forward to learning even more about you.</p><p>Sincerely,</p><p><div data-darkreader-inline-color=\"\" style=\"margin-bottom: 0px; text-align: left; line-height: 1.3; font-size: 17px; color: rgb(0, 0, 0); --darkreader-inline-color: #b4b2b0;\"><strong>Brian D. Hotzfield</strong></div>\r\n\r\n<div data-darkreader-inline-color=\"\" style=\"margin-bottom: 0px; text-align: left; line-height: 1.3; font-size: 16px; color: rgb(0, 0, 0); --darkreader-inline-color: #b4b2b0;\"><i>Vice President - Enrollment</i></div>\r\n\r\n<div data-darkreader-inline-color=\"\" style=\"margin-top: 0px; margin-bottom: 0px; color: rgb(0, 0, 0); font-size: 15px; line-height: 1.3; --darkreader-inline-color: #b4b2b0;\">Saint Xavier University</div>\r\n\r\n<div data-darkreader-inline-color=\"\" style=\"margin-top: 0px; margin-bottom: 0px; color: rgb(0, 0, 0); font-size: 15px; line-height: 1.3; --darkreader-inline-color: #b4b2b0;\">3700 West 103rd Street<br />\r\nChicago, IL 60655</div></p></div>\r\n\r\nWe received your information from\r\nyour Appily college research.\r\n\r\nBrowse to https://my.gosaintxavier.org/email/unsubscribe/6936f1268352a894336114/canopy-rind-aloft@duck.com/1e9968b0f7a1a311a836deb2fb20328fd9237987914de2229216101fabe9e410 to no longer receive emails from this company.\r\n",

     

       1034
       1034
       +
             "labels": [

     

       1035
       1035
       +
               "College"

     

       1036
       1036
       +
             ],

     

       1037
       1037
       +
             "is_in_inbox": true,

     

       1038
       1038
       +
             "pertains": false,

     

       1039
       1039
       +
             "reason": "Saint Xavier spam",

     

       1040
       1040
       +
             "labeled_at": "2025-12-08T17:47:21.133Z",

     

       1041
       1041
       +
             "confidence": "high"

     

       1042
       1042
       +
           },

     

       1043
       1043
       +
           {

     

       1044
       1044
       +
             "thread_id": "19afe9c44a1c6a1a",

     

       1045
       1045
       +
             "subject": "Re: Your admission decision at Saint Xavier University",

     

       1046
       1046
       +
             "from": "Saint Xavier University <SaintXavierUniversity_at_gosaintxavier.org_pulp-flint-maybe@duck.com>",

     

       1047
       1047
       +
             "to": "Kieran Klukas <pulp-flint-maybe@duck.com>",

     

       1048
       1048
       +
             "cc": "",

     

       1049
       1049
       +
             "date": "2025-12-08T15:37:22.000Z",

     

       1050
       1050
       +
             "body": "Your status is proof that you've impressed our admission team ...\r\n\r\n<div class=\"dynamic-content\"><p>Dear Kieran,</p><p>Your <strong>Priority Student&nbsp;</strong>status is proof that you've impressed our admission team at Saint Xavier University, and the advantages that come with that status demonstrate that we're interested in your candidacy.</p><p>If you haven't yet done so, <a href=\"https://my.gosaintxavier.org/f/r/d782e1d1ced69d7230dc062f2?ct=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%3D%3D&\" rel=\"noopener\" target=\"_blank\">submit the <strong>Priority Student Application</strong> we've created for you here</a> or <a href=\"https://my.gosaintxavier.org/f/r/0fa03438ddc9ca8c49b9656fc?ct=YTo3OntzOjY6InNvdXJjZSI7YTowOnt9czo1OiJlbWFpbCI7aToyNjA7czo0OiJzdGF0IjtzOjIyOiI2OTM2ZjBhZmJmODhlMjIyNzI1ODc3IjtzOjk6InNlbnRfdGltZSI7aToxNzY1MjA4MjM5O3M6NDoibGVhZCI7czo3OiI0MDM4MTE2IjtzOjc6ImNoYW5uZWwiO2E6MTp7czo1OiJlbWFpbCI7aToyNjA7fXM6MjQ6Im10Y19yZWRpcmVjdF9kZXN0aW5hdGlvbiI7czoyMDY6Imh0dHBzOi8vYXBwbHkuY29tbW9uYXBwLm9yZy9sb2dpbj9tYT05MTg%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0wYjhjZDI0NC0yNDg4LTQwMDEtYTNhZi1hYzQyZTU1MzdiNjQmVVRNX3JjcmQ9NjA2YTRiOTQtNWM3OC00NmUxLWEzYjAtNzQ0OWViODYwYjhiIjt9&\" rel=\"noopener\" target=\"_blank\">add SXU to the Common App</a>. The deadline to apply is <strong>December 15</strong><strong>,</strong> but that should be no problem. Your advantages are seriously time-saving. You'll:</p><ul><li>Receive <strong>an annual scholarship worth up to $24,000</strong> upon admission.</li><li>Pay <strong>no</strong> application fee.</li><li>Write <strong>no</strong> essay (unless you are a nursing applicant).</li><li>Submit <strong>no</strong> test scores unless you want to.</li></ul><p>We want it to be simple to complete our application, Kieran, and we want our top-tier education to be within your reach. That's why we offer a wide range of scholarships and awards to qualified students—and why we're happy to consider you for those awards automatically when you apply.</p><p><a href=\"https://my.gosaintxavier.org/f/r/d782e1d1ced69d7230dc062f2?ct=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%3D%3D&\" rel=\"noopener\" target=\"_blank\">Submit the <strong>Priority Student Application</strong> here.</a></p><p><a href=\"https://my.gosaintxavier.org/f/r/0fa03438ddc9ca8c49b9656fc?ct=YTo3OntzOjY6InNvdXJjZSI7YTowOnt9czo1OiJlbWFpbCI7aToyNjA7czo0OiJzdGF0IjtzOjIyOiI2OTM2ZjBhZmJmODhlMjIyNzI1ODc3IjtzOjk6InNlbnRfdGltZSI7aToxNzY1MjA4MjM5O3M6NDoibGVhZCI7czo3OiI0MDM4MTE2IjtzOjc6ImNoYW5uZWwiO2E6MTp7czo1OiJlbWFpbCI7aToyNjA7fXM6MjQ6Im10Y19yZWRpcmVjdF9kZXN0aW5hdGlvbiI7czoyMDY6Imh0dHBzOi8vYXBwbHkuY29tbW9uYXBwLm9yZy9sb2dpbj9tYT05MTg%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0wYjhjZDI0NC0yNDg4LTQwMDEtYTNhZi1hYzQyZTU1MzdiNjQmVVRNX3JjcmQ9NjA2YTRiOTQtNWM3OC00NmUxLWEzYjAtNzQ0OWViODYwYjhiIjt9&\" rel=\"noopener\" target=\"_blank\">Or add SXU to the Common App here.</a></p><p>I hope you'll take a few moments to submit your application right now, Kieran! I look forward to learning even more about you.</p><p>Sincerely,</p><p><div data-darkreader-inline-color=\"\" style=\"margin-bottom: 0px; text-align: left; line-height: 1.3; font-size: 17px; color: rgb(0, 0, 0); --darkreader-inline-color: #b4b2b0;\"><strong>Brian D. Hotzfield</strong></div>\r\n\r\n<div data-darkreader-inline-color=\"\" style=\"margin-bottom: 0px; text-align: left; line-height: 1.3; font-size: 16px; color: rgb(0, 0, 0); --darkreader-inline-color: #b4b2b0;\"><i>Vice President - Enrollment</i></div>\r\n\r\n<div data-darkreader-inline-color=\"\" style=\"margin-top: 0px; margin-bottom: 0px; color: rgb(0, 0, 0); font-size: 15px; line-height: 1.3; --darkreader-inline-color: #b4b2b0;\">Saint Xavier University</div>\r\n\r\n<div data-darkreader-inline-color=\"\" style=\"margin-top: 0px; margin-bottom: 0px; color: rgb(0, 0, 0); font-size: 15px; line-height: 1.3; --darkreader-inline-color: #b4b2b0;\">3700 West 103rd Street<br />\r\nChicago, IL 60655</div></p></div>\r\n\r\nWe received your information from\r\nyour Appily college research.\r\n\r\nBrowse to https://my.gosaintxavier.org/email/unsubscribe/6936f0afbf88e222725877/pulp-flint-maybe@duck.com/6d5ec3a37a1794f6a6b9799f1225cc73cc74658dcea93313d2240510a1b1729a to no longer receive emails from this company.\r\n",

     

       1051
       1051
       +
             "labels": [

     

       1052
       1052
       +
               "College"

     

       1053
       1053
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             ],

     

       1054
       1054
       +
             "is_in_inbox": true,

     

       1055
       1055
       +
             "pertains": false,

     

       1056
       1056
       +
             "reason": "Saint Xavier spam",

     

       1057
       1057
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             "labeled_at": "2025-12-08T17:47:21.133Z",

     

       1058
       1058
       +
             "confidence": "high"

     

       1059
       1059
       +
           },

     

       1060
       1060
       +
           {

     

       1061
       1061
       +
             "thread_id": "19afadb81307ff62",

     

       1062
       1062
       +
             "subject": "Drake Scholarships & Financial Aid Opportunities",

     

       1063
       1063
       +
             "from": "Drake University <admission_at_drake.edu_jkgwnjk4@duck.com>",

     

       1064
       1064
       +
             "to": "jkgwnjk4@duck.com",

     

       1065
       1065
       +
             "cc": "",

     

       1066
       1066
       +
             "date": "2025-12-07T22:07:56.000Z",

     

       1067
       1067
       +
             "body": "Sign up now to learn more\r\n\r\n͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌  ͏‌                                        Drake offers a wide variety of scholarship and financial aid opportunities for you!\r\n\r\n\r\n                                      Hello Kieran, \r\n\r\n                                      The 2026-27 Free Application for Federal Student Aid (FAFSA) is now open. The FAFSA is required to be considered for grants (free money!) as well as  eligibility for Federal Work Study or federal student loans. Plus, some scholarship opportunities at Drake also require a FAFSA submission. \r\n\r\n                                      Here are two steps you can take now:                                    \r\n\r\n\t1. File the FAFSA <http://studentaid.gov/h/apply-for-aid/fafsa> with Drake's school code (001860) to receive a financial aid offer this spring\r\n\t2. Join us on Zoom on December 16 for a live, informative virtual program about Drake's scholarships and financial aid opportunities. Details are below----reserve your spot!                                       \r\n\r\nVirtual: Exploring Drake's Scholarship Opportunities and Financial Aid Programs\r\n\r\nTuesday, December 16\r\n                                      6pm Central Time\r\n                                      Zoom\r\n\r\n                                      In this session, Drake's admission and financial aid experts will provide an overview of the scholarship programs and application processes and the financial aid application process and timeline. \r\n\r\nPlease note: This will be an interactive, live virtual event and will not be recorded so that you and your family can ask your questions candidly! Don't miss it!                                    \r\n\r\nSIGN UP: SCHOLARSHIP & FINANCIAL AID ZOOM <https://apply.drake.edu/register/?id=1e7a4882-83b9-494b-bae0-5859c4beb390&pid=f3xaFlTfujYC3gJSL1vEdMHTYfLD-KHP-c7hKXUECno0iHhYvScvsssoZU99I5BgI_HuVjusiP8Q9x3xTsGbloPaN9SFA8aozApbbG2A7LM>\r\n\r\n                                      Investing in your future takes careful planning. Drake looks forward to assisting you with exploring sources for financial support. \r\n\r\n                                      Go Bulldogs!                                    \r\n\r\n\r\n\r\n\r\n\r\n2507 University Ave.   \r\n                                      Des Moines, IA 50311\r\n                                      515-271-2011 | drake.edu\r\n\r\n\r\n\r\n\r\n\r\n\"You may be receiving this email as an opt-in from the College Board Student Search Service\"\r\n\r\n\r\nThis email was sent to jkgwnjk4@duck.com by Drake University.\r\nDrake University, 2507 University Ave, Des Moines, IA 50311\r\nUnsubscribe from All Drake University Admission Communications. <https://apply.drake.edu/go?r=optout&mid=6cd6393e-5e20-466e-b190-57ba8799f352>\r\n",

     

       1068
       1068
       +
             "labels": [

     

       1069
       1069
       +
               "College"

     

       1070
       1070
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             ],

     

       1071
       1071
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             "is_in_inbox": true,

     

       1072
       1072
       +
             "pertains": false,

     

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

     

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

     

       1075
       1075
       +
             "confidence": "high"

     

       991
       1076
        
           }

     

       992
       1077
        
         ]

     

       993
       993
       -
       }

     

       1078
       1078
       +
       }

package.json

···

       16
       16
        
         "devDependencies": {

     

       17
       17
        
           "@google/clasp": "^3.1.3",

     

       18
       18
        
           "@types/google-apps-script": "^2.0.8",

     

       19
       19
       +
           "esbuild": "^0.27.1",

     

       19
       20
        
           "ts2gas": "^4.2.0",

     

       20
       21
        
           "typescript": "^5.9.3"

     

       21
       22
        
         }

+9 -441

src/apps-script/Code.ts

···

       1
       1
       -
       // Apps Script classifier - compiled from TypeScript

     

       2
       2
       -
       // This file is the source of truth for Gmail filtering logic

     

       3
       3
       -
       

     

       4
       4
       -
       // Configuration

     

       5
       5
       -
       const AUTO_LABEL_NAME = "College/Auto";

     

       6
       6
       -
       const FILTERED_LABEL_NAME = "College/Filtered";

     

       7
       7
       -
       const APPROVED_LABEL_NAME = "College";

     

       8
       8
       -
       const DRY_RUN = true;

     

       9
       9
       -
       

     

       10
       10
       -
       const AI_BASE_URL = "https://ai.hackclub.com/proxy/v1/chat/completions";

     

       11
       11
       -
       const AI_MODEL = "deepseek/deepseek-r1-distill-qwen-32b";

     

       12
       12
       -
       

     

       13
       13
       -
       const MAX_THREADS_PER_RUN = 75;

     

       14
       14
       -
       const MAX_EXECUTION_TIME_MS = 4.5 * 60 * 1000;

     

       15
       15
       -
       const GMAIL_BATCH_SIZE = 20;

     

       16
       16
       -
       const AI_CONFIDENCE_THRESHOLD = 0.5;

     

       17
       17
       -
       

     

       18
       18
       -
       // Main entry points

     

       19
       19
       -
       function ensureLabels(): void {

     

       20
       20
       -
         getOrCreateLabel(AUTO_LABEL_NAME);

     

       21
       21
       -
         getOrCreateLabel(FILTERED_LABEL_NAME);

     

       22
       22
       -
         getOrCreateLabel(APPROVED_LABEL_NAME);

     

       23
       23
       -
         Logger.log(`Labels ensured: ${AUTO_LABEL_NAME}, ${FILTERED_LABEL_NAME}, ${APPROVED_LABEL_NAME}`);

     

       24
       24
       -
       }

     

       25
       25
       -
       

     

       26
       26
       -
       function runTriage(): void {

     

       27
       27
       -
         const startTime = Date.now();

     

       28
       28
       -
         const autoLabel = getOrCreateLabel(AUTO_LABEL_NAME);

     

       29
       29
       -
         const filteredLabel = getOrCreateLabel(FILTERED_LABEL_NAME);

     

       30
       30
       -
         const approvedLabel = getOrCreateLabel(APPROVED_LABEL_NAME);

     

       31
       31
       -
       

     

       32
       32
       -
         const threads = autoLabel.getThreads(0, MAX_THREADS_PER_RUN);

     

       33
       33
       -
         if (!threads.length) {

     

       34
       34
       -
           Logger.log("No threads under College/Auto.");

     

       35
       35
       -
           return;

     

       36
       36
       -
         }

     

       37
       37
       -
       

     

       38
       38
       -
         Logger.log(`Processing ${threads.length} threads`);

     

       39
       39
       -
       

     

       40
       40
       -
         let stats = {

     

       41
       41
       -
           wouldInbox: 0,

     

       42
       42
       -
           wouldFiltered: 0,

     

       43
       43
       -
           didInbox: 0,

     

       44
       44
       -
           didFiltered: 0,

     

       45
       45
       -
           errors: 0,

     

       46
       46
       -
           skipped: 0

     

       47
       47
       -
         };

     

       48
       48
       -
       

     

       49
       49
       -
         for (let i = 0; i < threads.length; i++) {

     

       50
       50
       -
           const elapsed = Date.now() - startTime;

     

       51
       51
       -
           if (elapsed > MAX_EXECUTION_TIME_MS) {

     

       52
       52
       -
             Logger.log(`Time limit reached. Processed ${i}/${threads.length}`);

     

       53
       53
       -
             stats.skipped = threads.length - i;

     

       54
       54
       -
             break;

     

       55
       55
       -
           }

     

       56
       56
       -
       

     

       57
       57
       -
           const thread = threads[i];

     

       58
       58
       -
           

     

       59
       59
       -
           try {

     

       60
       60
       -
             processThread(thread, autoLabel, approvedLabel, filteredLabel, stats);

     

       61
       61
       -
           } catch (e) {

     

       62
       62
       -
             Logger.log(`ERROR: ${e}. FAIL-SAFE: Moving to inbox.`);

     

       63
       63
       -
             stats.errors += 1;

     

       64
       64
       -
             

     

       65
       65
       -
             if (!DRY_RUN) {

     

       66
       66
       -
               thread.removeLabel(autoLabel);

     

       67
       67
       -
               thread.removeLabel(filteredLabel);

     

       68
       68
       -
               thread.moveToInbox();

     

       69
       69
       -
               stats.didInbox += 1;

     

       70
       70
       -
             } else {

     

       71
       71
       -
               stats.wouldInbox += 1;

     

       72
       72
       -
             }

     

       73
       73
       -
           }

     

       74
       74
       -
       

     

       75
       75
       -
           if ((i + 1) % GMAIL_BATCH_SIZE === 0) {

     

       76
       76
       -
             Utilities.sleep(100);

     

       77
       77
       -
           }

     

       78
       78
       -
         }

     

       79
       79
       -
       

     

       80
       80
       -
         const totalTime = ((Date.now() - startTime) / 1000).toFixed(2);

     

       81
       81
       -
         Logger.log(`Summary: Inbox=${stats.wouldInbox}/${stats.didInbox}, Filtered=${stats.wouldFiltered}/${stats.didFiltered}, Errors=${stats.errors}, Time=${totalTime}s`);

     

       82
       82
       -
       }

     

       83
       83
       -
       

     

       84
       84
       -
       function processThread(

     

       85
       85
       -
         thread: GoogleAppsScript.Gmail.GmailThread,

     

       86
       86
       -
         autoLabel: GoogleAppsScript.Gmail.GmailLabel,

     

       87
       87
       -
         approvedLabel: GoogleAppsScript.Gmail.GmailLabel,

     

       88
       88
       -
         filteredLabel: GoogleAppsScript.Gmail.GmailLabel,

     

       89
       89
       -
         stats: any

     

       90
       90
       -
       ): void {

     

       91
       91
       -
         const msg = thread.getMessages()[thread.getMessages().length - 1];

     

       92
       92
       -
         if (!msg) throw new Error("No messages in thread");

     

       93
       93
       -
       

     

       94
       94
       -
         const meta = {

     

       95
       95
       -
           subject: safeStr(msg.getSubject()),

     

       96
       96
       -
           body: safeStr(msg.getPlainBody(), 10000),

     

       97
       97
       -
           from: safeStr(msg.getFrom()),

     

       98
       98
       -
         };

     

       99
       99
       -
       

     

       100
       100
       -
         if (!meta.subject && !meta.body) {

     

       101
       101
       -
           Logger.log(`WARNING: No content. FAIL-SAFE: Moving to inbox.`);

     

       102
       102
       -
           applyInboxAction(thread, autoLabel, approvedLabel, filteredLabel, stats, "no content");

     

       103
       103
       -
           return;

     

       104
       104
       -
         }

     

       105
       105
       -
       

     

       106
       106
       -
         const result = classifyEmail(meta);

     

       107
       107
       -
         

     

       108
       108
       -
         Logger.log(`[${thread.getId()}] Relevant=${result.pertains} Confidence=${result.confidence} Reason="${result.reason}"`);

     

       109
       109
       -
         

     

       110
       110
       -
         if (result.pertains) {

     

       111
       111
       -
           applyInboxAction(thread, autoLabel, approvedLabel, filteredLabel, stats, result.reason);

     

       112
       112
       -
         } else {

     

       113
       113
       -
           applyFilteredAction(thread, autoLabel, filteredLabel, stats, result.reason);

     

       114
       114
       -
         }

     

       115
       115
       -
       }

     

       116
       116
       -
       

     

       117
       117
       -
       function applyInboxAction(

     

       118
       118
       -
         thread: GoogleAppsScript.Gmail.GmailThread,

     

       119
       119
       -
         autoLabel: GoogleAppsScript.Gmail.GmailLabel,

     

       120
       120
       -
         approvedLabel: GoogleAppsScript.Gmail.GmailLabel,

     

       121
       121
       -
         filteredLabel: GoogleAppsScript.Gmail.GmailLabel,

     

       122
       122
       -
         stats: any,

     

       123
       123
       -
         reason: string

     

       124
       124
       -
       ): void {

     

       125
       125
       -
         if (DRY_RUN) {

     

       126
       126
       -
           stats.wouldInbox += 1;

     

       127
       127
       -
           Logger.log(`  DRY_RUN: Would move to Inbox (${reason})`);

     

       128
       128
       -
         } else {

     

       129
       129
       -
           thread.removeLabel(autoLabel);

     

       130
       130
       -
           thread.removeLabel(filteredLabel);

     

       131
       131
       -
           thread.addLabel(approvedLabel);

     

       132
       132
       -
           thread.moveToInbox();

     

       133
       133
       -
           stats.didInbox += 1;

     

       134
       134
       -
           Logger.log(`  Applied: Moved to Inbox (${reason})`);

     

       135
       135
       -
         }

     

       136
       136
       -
       }

     

       137
       137
       -
       

     

       138
       138
       -
       function applyFilteredAction(

     

       139
       139
       -
         thread: GoogleAppsScript.Gmail.GmailThread,

     

       140
       140
       -
         autoLabel: GoogleAppsScript.Gmail.GmailLabel,

     

       141
       141
       -
         filteredLabel: GoogleAppsScript.Gmail.GmailLabel,

     

       142
       142
       -
         stats: any,

     

       143
       143
       -
         reason: string

     

       144
       144
       -
       ): void {

     

       145
       145
       -
         if (DRY_RUN) {

     

       146
       146
       -
           stats.wouldFiltered += 1;

     

       147
       147
       -
           Logger.log(`  DRY_RUN: Would filter (${reason})`);

     

       148
       148
       -
         } else {

     

       149
       149
       -
           thread.removeLabel(autoLabel);

     

       150
       150
       -
           thread.addLabel(filteredLabel);

     

       151
       151
       -
           if (thread.isInInbox()) thread.moveToArchive();

     

       152
       152
       -
           stats.didFiltered += 1;

     

       153
       153
       -
           Logger.log(`  Applied: Filtered (${reason})`);

     

       154
       154
       -
         }

     

       155
       155
       -
       }

     

       156
       156
       -
       

     

       157
       157
       -
       // Classifier

     

       158
       158
       -
       interface ClassificationResult {

     

       159
       159
       -
         pertains: boolean;

     

       160
       160
       -
         reason: string;

     

       161
       161
       -
         confidence: number;

     

       162
       162
       -
       }

     

       163
       163
       -
       

     

       164
       164
       -
       interface EmailMeta {

     

       165
       165
       -
         subject: string;

     

       166
       166
       -
         body: string;

     

       167
       167
       -
         from: string;

     

       168
       168
       -
       }

     

       169
       169
       -
       

     

       170
       170
       -
       function classifyEmail(meta: EmailMeta): ClassificationResult {

     

       171
       171
       -
         const subject = meta.subject.toLowerCase();

     

       172
       172
       -
         const body = meta.body.toLowerCase();

     

       173
       173
       -
         const combined = subject + " " + body;

     

       174
       174
       -
       

     

       175
       175
       -
         // Security alerts - always relevant

     

       176
       176
       -
         const securityResult = checkSecurity(combined);

     

       177
       177
       -
         if (securityResult) return securityResult;

     

       178
       178
       -
       

     

       179
       179
       -
         // Student action confirmations

     

       180
       180
       -
         const actionResult = checkStudentAction(combined);

     

       181
       181
       -
         if (actionResult) return actionResult;

     

       182
       182
       -
       

     

       183
       183
       -
         // Accepted student info

     

       184
       184
       -
         const acceptedResult = checkAccepted(combined);

     

       185
       185
       -
         if (acceptedResult) return acceptedResult;

     

       186
       186
       -
       

     

       187
       187
       -
         // Dual enrollment

     

       188
       188
       -
         const dualResult = checkDualEnrollment(combined);

     

       189
       189
       -
         if (dualResult) return dualResult;

     

       190
       190
       -
       

     

       191
       191
       -
         // Scholarships

     

       192
       192
       -
         const scholarshipResult = checkScholarship(subject, combined);

     

       193
       193
       -
         if (scholarshipResult) return scholarshipResult;

     

       194
       194
       -
       

     

       195
       195
       -
         // Financial aid

     

       196
       196
       -
         const aidResult = checkFinancialAid(combined);

     

       197
       197
       -
         if (aidResult) return aidResult;

     

       198
       198
       -
       

     

       199
       199
       -
         // Marketing/spam

     

       200
       200
       -
         const irrelevantResult = checkIrrelevant(combined);

     

       201
       201
       -
         if (irrelevantResult) return irrelevantResult;

     

       202
       202
       -
       

     

       203
       203
       -
         // Default to not relevant

     

       204
       204
       -
         return { pertains: false, reason: "No clear relevance indicators", confidence: 0.3 };

     

       205
       205
       -
       }

     

       206
       206
       -
       

     

       207
       207
       -
       function checkSecurity(combined: string): ClassificationResult | null {

     

       208
       208
       -
         const patterns = [

     

       209
       209
       -
           /\bpassword\s+(reset|change|update|expired)\b/,

     

       210
       210
       -
           /\breset\s+your\s+password\b/,

     

       211
       211
       -
           /\baccount\s+security\b/,

     

       212
       212
       -
           /\bsecurity\s+alert\b/,

     

       213
       213
       -
           /\bunusual\s+(sign[- ]?in|activity)\b/,

     

       214
       214
       -
           /\bverification\s+code\b/,

     

       215
       215
       -
           /\b(2fa|mfa|two[- ]factor)\b/,

     

       216
       216
       -
           /\bcompromised\s+account\b/,

     

       217
       217
       -
           /\baccount\s+(locked|suspended)\b/,

     

       218
       218
       -
           /\bsuspicious\s+activity\b/

     

       219
       219
       -
         ];

     

       220
       220
       -
       

     

       221
       221
       -
         for (let i = 0; i < patterns.length; i++) {

     

       222
       222
       -
           if (patterns[i].test(combined)) {

     

       223
       223
       -
             if (/\bsaving.*\bon\s+tuition\b|\btuition.*\bsaving\b/.test(combined)) {

     

       224
       224
       -
               continue;

     

       225
       225
       -
             }

     

       226
       226
       -
             return { pertains: true, reason: "Security/password alert", confidence: 1.0 };

     

       227
       227
       -
           }

     

       228
       228
       -
         }

     

       229
       229
       -
         return null;

     

       230
       230
       -
       }

     

       231
       231
       -
       

     

       232
       232
       -
       function checkStudentAction(combined: string): ClassificationResult | null {

     

       233
       233
       -
         const patterns = [

     

       234
       234
       -
           /\bapplication\s+(received|complete|submitted|confirmation)\b/,

     

       235
       235
       -
           /\breceived\s+your\s+application\b/,

     

       236
       236
       -
           /\bthank\s+you\s+for\s+(applying|submitting)\b/,

     

       237
       237
       -
           /\benrollment\s+confirmation\b/,

     

       238
       238
       -
           /\bconfirmation\s+(of|for)\s+(your\s+)?(application|enrollment)\b/,

     

       239
       239
       -
           /\byour\s+application\s+(has\s+been|is)\s+(received|complete)\b/

     

       240
       240
       -
         ];

     

       241
       241
       -
       

     

       242
       242
       -
         for (let i = 0; i < patterns.length; i++) {

     

       243
       243
       -
           if (patterns[i].test(combined)) {

     

       244
       244
       -
             if (/\bhow\s+to\s+apply\b|\bapply\s+now\b|\bstart\s+(your\s+)?application\b/.test(combined)) {

     

       245
       245
       -
               continue;

     

       246
       246
       -
             }

     

       247
       247
       -
             return { pertains: true, reason: "Application/enrollment confirmation", confidence: 0.95 };

     

       248
       248
       -
           }

     

       249
       249
       -
         }

     

       250
       250
       -
         return null;

     

       251
       251
       -
       }

     

       252
       252
       -
       

     

       253
       253
       -
       function checkAccepted(combined: string): ClassificationResult | null {

     

       254
       254
       -
         const patterns = [

     

       255
       255
       -
           /\baccepted\s+(student\s+)?portal\b/,

     

       256
       256
       -
           /\byour\s+(personalized\s+)?accepted\s+portal\b/,

     

       257
       257
       -
           /\bdeposit\s+(today|now|by|to\s+reserve)\b/,

     

       258
       258
       -
           /\breserve\s+your\s+(place|spot)\b/,

     

       259
       259
       -
           /\bcongratulations.*\baccepted\b/,

     

       260
       260
       -
           /\byou\s+(have\s+been|are|were)\s+accepted\b/,

     

       261
       261
       -
           /\badmission\s+(decision|offer)\b/,

     

       262
       262
       -
           /\benroll(ment)?\s+deposit\b/

     

       263
       263
       -
         ];

     

       264
       264
       -
       

     

       265
       265
       -
         for (let i = 0; i < patterns.length; i++) {

     

       266
       266
       -
           if (patterns[i].test(combined)) {

     

       267
       267
       -
             if (/\bacceptance\s+rate\b|\bhigh\s+acceptance\b|\bpre[- ]admit(ted)?\b|\bautomatic\s+admission\b/.test(combined)) {

     

       268
       268
       -
               continue;

     

       269
       269
       -
             }

     

       270
       270
       -
             if (/\byou\s+will\s+(also\s+)?receive\s+(an?\s+)?(accelerated\s+)?admission\s+decision\b/.test(combined)) {

     

       271
       271
       -
               continue;

     

       272
       272
       -
             }

     

       273
       273
       -
             if (/\breceive\s+an\s+admission\s+decision\s+within\b/.test(combined)) {

     

       274
       274
       -
               continue;

     

       275
       275
       -
             }

     

       276
       276
       -
             return { pertains: true, reason: "Accepted student information", confidence: 0.95 };

     

       277
       277
       -
           }

     

       278
       278
       -
         }

     

       279
       279
       -
         return null;

     

       280
       280
       -
       }

     

       281
       281
       -
       

     

       282
       282
       -
       function checkDualEnrollment(combined: string): ClassificationResult | null {

     

       283
       283
       -
         const patterns = [

     

       284
       284
       -
           /\bdual\s+enrollment\b/,

     

       285
       285
       -
           /\bcourse\s+(registration|deletion|added|dropped)\b/,

     

       286
       286
       -
           /\bspring\s+\d{4}\s+(course|on[- ]campus)\b/,

     

       287
       287
       -
           /\bhow\s+to\s+register\b.*\b(course|class)/

     

       288
       288
       -
         ];

     

       289
       289
       -
       

     

       290
       290
       -
         for (let i = 0; i < patterns.length; i++) {

     

       291
       291
       -
           if (patterns[i].test(combined)) {

     

       292
       292
       -
             if (/\blearn\s+more\s+about\b|\binterested\s+in\b|\bconsider\s+joining\b/.test(combined)) {

     

       293
       293
       -
               continue;

     

       294
       294
       -
             }

     

       295
       295
       -
             return { pertains: true, reason: "Dual enrollment course information", confidence: 0.9 };

     

       296
       296
       -
           }

     

       297
       297
       -
         }

     

       298
       298
       -
         return null;

     

       299
       299
       -
       }

     

       300
       300
       -
       

     

       301
       301
       -
       function checkScholarship(subject: string, combined: string): ClassificationResult | null {

     

       302
       302
       -
         // Specific scholarship applications

     

       303
       303
       -
         if (/\bapply\s+for\s+(the\s+)?.*\bscholarship\b/.test(subject)) {

     

       304
       304
       -
           if (/\bpresident'?s\b|\bministry\b|\bimpact\b/.test(combined)) {

     

       305
       305
       -
             return { pertains: true, reason: "Scholarship application opportunity", confidence: 0.75 };

     

       306
       306
       -
           }

     

       307
       307
       -
         }

     

       308
       308
       -
       

     

       309
       309
       -
         // Not awarded patterns (check first)

     

       310
       310
       -
         const notAwardedPatterns = [

     

       311
       311
       -
           /\bscholarship\b.*\b(held|reserved)\s+for\s+you\b/,

     

       312
       312
       -
           /\b(held|reserved)\s+for\s+you\b/,

     

       313
       313
       -
           /\bconsider(ed|ation)\b.*\bscholarship\b/,

     

       314
       314
       -
           /\bscholarship\b.*\bconsider(ed|ation)\b/,

     

       315
       315
       -
           /\beligible\s+for\b.*\bscholarship\b/,

     

       316
       316
       -
           /\bscholarship\b.*\beligible\b/,

     

       317
       317
       -
           /\bmay\s+qualify\b.*\bscholarship\b/

     

       318
       318
       -
         ];

     

       319
       319
       -
       

     

       320
       320
       -
         if (/\bscholarship\b/.test(combined)) {

     

       321
       321
       -
           for (let i = 0; i < notAwardedPatterns.length; i++) {

     

       322
       322
       -
             if (notAwardedPatterns[i].test(combined)) {

     

       323
       323
       -
               return { pertains: false, reason: "Scholarship not actually awarded", confidence: 0.9 };

     

       324
       324
       -
             }

     

       325
       325
       -
           }

     

       326
       326
       -
         }

     

       327
       327
       -
       

     

       328
       328
       -
         // Awarded patterns

     

       329
       329
       -
         const awardedPatterns = [

     

       330
       330
       -
           /\bcongratulations\b.*\bscholarship\b/,

     

       331
       331
       -
           /\byou\s+(have|received|are\s+awarded|won)\b.*\bscholarship\b/,

     

       332
       332
       -
           /\bwe\s+(are\s+)?(pleased\s+to\s+)?award(ing)?\b.*\bscholarship\b/,

     

       333
       333
       -
           /\bscholarship\s+(offer|award)\b/

     

       334
       334
       -
         ];

     

       335
       335
       -
       

     

       336
       336
       -
         for (let i = 0; i < awardedPatterns.length; i++) {

     

       337
       337
       -
           if (awardedPatterns[i].test(combined)) {

     

       338
       338
       -
             return { pertains: true, reason: "Scholarship awarded", confidence: 0.95 };

     

       339
       339
       -
           }

     

       340
       340
       -
         }

     

       341
       341
       -
       

     

       342
       342
       -
         return null;

     

       343
       343
       -
       }

     

       344
       344
       -
       

     

       345
       345
       -
       function checkFinancialAid(combined: string): ClassificationResult | null {

     

       346
       346
       -
         const readyPatterns = [

     

       347
       347
       -
           /\bfinancial\s+aid\b.*\boffer\b.*\b(ready|available)\b/,

     

       348
       348
       -
           /\baward\s+letter\b.*\b(ready|available|posted|view)\b/,

     

       349
       349
       -
           /\b(view|review)\s+(your\s+)?award\s+letter\b/,

     

       350
       350
       -
           /\byour\s+aid\s+is\s+ready\b/

     

       351
       351
       -
         ];

     

       352
       352
       -
       

     

       353
       353
       -
         const notReadyPatterns = [

     

       354
       354
       -
           /\blearn\s+more\s+about\b.*\bfinancial\s+aid\b/,

     

       355
       355
       -
           /\bapply\b.*\b(for\s+)?financial\s+aid\b/,

     

       356
       356
       -
           /\bcomplete\s+(your\s+)?fafsa\b/,

     

       357
       357
       -
           /\bpriority\s+(deadline|consideration)\b.*\bfinancial\s+aid\b/

     

       358
       358
       -
         ];

     

       359
       359
       -
       

     

       360
       360
       -
         for (let i = 0; i < readyPatterns.length; i++) {

     

       361
       361
       -
           if (readyPatterns[i].test(combined)) {

     

       362
       362
       -
             for (let j = 0; j < notReadyPatterns.length; j++) {

     

       363
       363
       -
               if (notReadyPatterns[j].test(combined)) {

     

       364
       364
       -
                 return null;

     

       365
       365
       -
               }

     

       366
       366
       -
             }

     

       367
       367
       -
             return { pertains: true, reason: "Financial aid offer ready", confidence: 0.95 };

     

       368
       368
       -
           }

     

       369
       369
       -
         }

     

       370
       370
       -
         return null;

     

       371
       371
       -
       }

     

       372
       372
       -
       

     

       373
       373
       -
       function checkIrrelevant(combined: string): ClassificationResult | null {

     

       374
       374
       -
         const patterns = [

     

       375
       375
       -
           /\bstudent\s+life\s+blog\b/,

     

       376
       376
       -
           /\bnewsletter\b/,

     

       377
       377
       -
           /\bweekly\s+(digest|update)\b/,

     

       378
       378
       -
           /\bupcoming\s+events\b/,

     

       379
       379
       -
           /\bjoin\s+us\s+(for|at)\b/,

     

       380
       380
       -
           /\bopen\s+house\b/,

     

       381
       381
       -
           /\bvirtual\s+tour\b/,

     

       382
       382
       -
           /\bhaven'?t\s+applied.*yet\b/,

     

       383
       383
       -
           /\bstill\s+time\s+to\s+apply\b/,

     

       384
       384
       -
           /\bhow\s+is\s+your\s+college\s+search\b/,

     

       385
       385
       -
           /\bextended.*\bpriority\s+deadline\b/,

     

       386
       386
       -
           /\bpriority\s+deadline.*\bextended\b/,

     

       387
       387
       -
           /\bsummer\s+(academy|camp|program)\b/,

     

       388
       388
       -
           /\bugly\s+sweater\b/,

     

       389
       389
       -
           /\bi\s+hope\s+you\s+have\s+been\s+receiving\s+my\s+emails\b/,

     

       390
       390
       -
           /\bam\s+i\s+reaching\b/,

     

       391
       391
       -
           /\byou\s+are\s+on\s+.*\s+(radar|list)\b/,

     

       392
       392
       -
           /\bi\s+want\s+to\s+make\s+sure\s+you\s+know\b/,

     

       393
       393
       -
           /\byou'?re\s+invited\s+to\s+submit\b/,

     

       394
       394
       -
           /\bi'?m\s+eager\s+to\s+consider\s+you\b/,

     

       395
       395
       -
           /\bsubmit\s+your\s+.*\s+application\b/,

     

       396
       396
       -
           /\bpriority\s+status\b.*\bsubmit.*application\b/

     

       397
       397
       -
         ];

     

       398
       398
       -
       

     

       399
       399
       -
         for (let i = 0; i < patterns.length; i++) {

     

       400
       400
       -
           if (patterns[i].test(combined)) {

     

       401
       401
       -
             return { pertains: false, reason: "Marketing/newsletter/spam", confidence: 0.95 };

     

       402
       402
       -
           }

     

       403
       403
       -
         }

     

       404
       404
       -
       

     

       405
       405
       -
         if (/\bhaven'?t\s+applied\b/.test(combined)) {

     

       406
       406
       -
           return { pertains: false, reason: "Unsolicited outreach", confidence: 0.95 };

     

       407
       407
       -
         }

     

       408
       408
       -
       

     

       409
       409
       -
         return null;

     

       410
       410
       -
       }

     

       411
       411
       -
       

     

       412
       412
       -
       // Utilities

     

       413
       413
       -
       function getOrCreateLabel(name: string): GoogleAppsScript.Gmail.GmailLabel {

     

       414
       414
       -
         return GmailApp.getUserLabelByName(name) || GmailApp.createLabel(name);

     

       415
       415
       -
       }

     

       416
       416
       -
       

     

       417
       417
       -
       function safeStr(s: string | null, maxLen?: number): string {

     

       418
       418
       -
         if (s === null || s === undefined) return "";

     

       419
       419
       -
         const str = s.toString().trim();

     

       420
       420
       -
         if (maxLen && str.length > maxLen) return str.slice(0, maxLen);

     

       421
       421
       -
         return str;

     

       422
       422
       -
       }

     

       423
       423
       -
       

     

       424
       424
       -
       function setupTriggers(): void {

     

       425
       425
       -
         // Delete existing triggers

     

       426
       426
       -
         const triggers = ScriptApp.getProjectTriggers();

     

       427
       427
       -
         for (let i = 0; i < triggers.length; i++) {

     

       428
       428
       -
           if (triggers[i].getHandlerFunction() === "runTriage") {

     

       429
       429
       -
             ScriptApp.deleteTrigger(triggers[i]);

     

       430
       430
       -
           }

     

       431
       431
       -
         }

     

       432
       432
       -
         

     

       433
       433
       -
         // Create new trigger

     

       434
       434
       -
         ScriptApp.newTrigger("runTriage")

     

       435
       435
       -
           .timeBased()

     

       436
       436
       -
           .everyMinutes(10)

     

       437
       437
       -
           .create();

     

       438
       438
       -
         

     

       439
       439
       -
         Logger.log("Trigger created: runTriage every 10 minutes");

     

       440
       440
       -
       }

     

       441
       441
       -
        

     

       1
       1
       +
       // DEPRECATED: This file is no longer used.

     

       2
       2
       +
       // 

     

       3
       3
       +
       // The Apps Script is now built from wrapper.ts which imports the main classifier.ts

     

       4
       4
       +
       // This ensures the Apps Script always uses the same logic as the TypeScript version.

     

       5
       5
       +
       //

     

       6
       6
       +
       // To build: bun run gas

     

       7
       7
       +
       // Source: src/apps-script/wrapper.ts + src/classifier.ts

     

       8
       8
       +
       //

     

       9
       9
       +
       // This file is kept for reference only.

+196

src/apps-script/wrapper.ts

···

       1
       1
       +
       // Apps Script wrapper - imports the main classifier

     

       2
       2
       +
       // This file is bundled into a single .gs file

     

       3
       3
       +
       

     

       4
       4
       +
       import { classifyEmail } from "../classifier";

     

       5
       5
       +
       import type { EmailInput, ClassificationResult } from "../types";

     

       6
       6
       +
       

     

       7
       7
       +
       // Configuration

     

       8
       8
       +
       const AUTO_LABEL_NAME = "College/Auto";

     

       9
       9
       +
       const FILTERED_LABEL_NAME = "College/Filtered";

     

       10
       10
       +
       const APPROVED_LABEL_NAME = "College";

     

       11
       11
       +
       const DRY_RUN = true;

     

       12
       12
       +
       

     

       13
       13
       +
       const MAX_THREADS_PER_RUN = 75;

     

       14
       14
       +
       const MAX_EXECUTION_TIME_MS = 4.5 * 60 * 1000;

     

       15
       15
       +
       const GMAIL_BATCH_SIZE = 20;

     

       16
       16
       +
       

     

       17
       17
       +
       // Declare global for Apps Script

     

       18
       18
       +
       declare const GmailApp: any;

     

       19
       19
       +
       declare const Logger: any;

     

       20
       20
       +
       declare const Utilities: any;

     

       21
       21
       +
       declare const ScriptApp: any;

     

       22
       22
       +
       

     

       23
       23
       +
       // Main entry points

     

       24
       24
       +
       function ensureLabels(): void {

     

       25
       25
       +
         getOrCreateLabel(AUTO_LABEL_NAME);

     

       26
       26
       +
         getOrCreateLabel(FILTERED_LABEL_NAME);

     

       27
       27
       +
         getOrCreateLabel(APPROVED_LABEL_NAME);

     

       28
       28
       +
         Logger.log(`Labels ensured: ${AUTO_LABEL_NAME}, ${FILTERED_LABEL_NAME}, ${APPROVED_LABEL_NAME}`);

     

       29
       29
       +
       }

     

       30
       30
       +
       

     

       31
       31
       +
       function runTriage(): void {

     

       32
       32
       +
         const startTime = Date.now();

     

       33
       33
       +
         const autoLabel = getOrCreateLabel(AUTO_LABEL_NAME);

     

       34
       34
       +
         const filteredLabel = getOrCreateLabel(FILTERED_LABEL_NAME);

     

       35
       35
       +
         const approvedLabel = getOrCreateLabel(APPROVED_LABEL_NAME);

     

       36
       36
       +
       

     

       37
       37
       +
         const threads = autoLabel.getThreads(0, MAX_THREADS_PER_RUN);

     

       38
       38
       +
         if (!threads.length) {

     

       39
       39
       +
           Logger.log("No threads under College/Auto.");

     

       40
       40
       +
           return;

     

       41
       41
       +
         }

     

       42
       42
       +
       

     

       43
       43
       +
         Logger.log(`Processing ${threads.length} threads`);

     

       44
       44
       +
       

     

       45
       45
       +
         let stats = {

     

       46
       46
       +
           wouldInbox: 0,

     

       47
       47
       +
           wouldFiltered: 0,

     

       48
       48
       +
           didInbox: 0,

     

       49
       49
       +
           didFiltered: 0,

     

       50
       50
       +
           errors: 0,

     

       51
       51
       +
           skipped: 0

     

       52
       52
       +
         };

     

       53
       53
       +
       

     

       54
       54
       +
         for (let i = 0; i < threads.length; i++) {

     

       55
       55
       +
           const elapsed = Date.now() - startTime;

     

       56
       56
       +
           if (elapsed > MAX_EXECUTION_TIME_MS) {

     

       57
       57
       +
             Logger.log(`Time limit reached. Processed ${i}/${threads.length}`);

     

       58
       58
       +
             stats.skipped = threads.length - i;

     

       59
       59
       +
             break;

     

       60
       60
       +
           }

     

       61
       61
       +
       

     

       62
       62
       +
           const thread = threads[i];

     

       63
       63
       +
           

     

       64
       64
       +
           try {

     

       65
       65
       +
             processThread(thread, autoLabel, approvedLabel, filteredLabel, stats);

     

       66
       66
       +
           } catch (e) {

     

       67
       67
       +
             Logger.log(`ERROR: ${e}. FAIL-SAFE: Moving to inbox.`);

     

       68
       68
       +
             stats.errors += 1;

     

       69
       69
       +
             

     

       70
       70
       +
             if (!DRY_RUN) {

     

       71
       71
       +
               thread.removeLabel(autoLabel);

     

       72
       72
       +
               thread.removeLabel(filteredLabel);

     

       73
       73
       +
               thread.moveToInbox();

     

       74
       74
       +
               stats.didInbox += 1;

     

       75
       75
       +
             } else {

     

       76
       76
       +
               stats.wouldInbox += 1;

     

       77
       77
       +
             }

     

       78
       78
       +
           }

     

       79
       79
       +
       

     

       80
       80
       +
           if ((i + 1) % GMAIL_BATCH_SIZE === 0) {

     

       81
       81
       +
             Utilities.sleep(100);

     

       82
       82
       +
           }

     

       83
       83
       +
         }

     

       84
       84
       +
       

     

       85
       85
       +
         const totalTime = ((Date.now() - startTime) / 1000).toFixed(2);

     

       86
       86
       +
         Logger.log(`Summary: Inbox=${stats.wouldInbox}/${stats.didInbox}, Filtered=${stats.wouldFiltered}/${stats.didFiltered}, Errors=${stats.errors}, Time=${totalTime}s`);

     

       87
       87
       +
       }

     

       88
       88
       +
       

     

       89
       89
       +
       function processThread(

     

       90
       90
       +
         thread: any,

     

       91
       91
       +
         autoLabel: any,

     

       92
       92
       +
         approvedLabel: any,

     

       93
       93
       +
         filteredLabel: any,

     

       94
       94
       +
         stats: any

     

       95
       95
       +
       ): void {

     

       96
       96
       +
         const msg = thread.getMessages()[thread.getMessages().length - 1];

     

       97
       97
       +
         if (!msg) throw new Error("No messages in thread");

     

       98
       98
       +
       

     

       99
       99
       +
         const meta: EmailInput = {

     

       100
       100
       +
           subject: safeStr(msg.getSubject()),

     

       101
       101
       +
           body: safeStr(msg.getPlainBody(), 10000),

     

       102
       102
       +
           from: safeStr(msg.getFrom()),

     

       103
       103
       +
         };

     

       104
       104
       +
       

     

       105
       105
       +
         if (!meta.subject && !meta.body) {

     

       106
       106
       +
           Logger.log(`WARNING: No content. FAIL-SAFE: Moving to inbox.`);

     

       107
       107
       +
           applyInboxAction(thread, autoLabel, approvedLabel, filteredLabel, stats, "no content");

     

       108
       108
       +
           return;

     

       109
       109
       +
         }

     

       110
       110
       +
       

     

       111
       111
       +
         const result = classifyEmail(meta);

     

       112
       112
       +
         

     

       113
       113
       +
         Logger.log(`[${thread.getId()}] Relevant=${result.pertains} Confidence=${result.confidence} Reason="${result.reason}"`);

     

       114
       114
       +
         

     

       115
       115
       +
         if (result.pertains) {

     

       116
       116
       +
           applyInboxAction(thread, autoLabel, approvedLabel, filteredLabel, stats, result.reason);

     

       117
       117
       +
         } else {

     

       118
       118
       +
           applyFilteredAction(thread, autoLabel, filteredLabel, stats, result.reason);

     

       119
       119
       +
         }

     

       120
       120
       +
       }

     

       121
       121
       +
       

     

       122
       122
       +
       function applyInboxAction(

     

       123
       123
       +
         thread: any,

     

       124
       124
       +
         autoLabel: any,

     

       125
       125
       +
         approvedLabel: any,

     

       126
       126
       +
         filteredLabel: any,

     

       127
       127
       +
         stats: any,

     

       128
       128
       +
         reason: string

     

       129
       129
       +
       ): void {

     

       130
       130
       +
         if (DRY_RUN) {

     

       131
       131
       +
           stats.wouldInbox += 1;

     

       132
       132
       +
           Logger.log(`  DRY_RUN: Would move to Inbox (${reason})`);

     

       133
       133
       +
         } else {

     

       134
       134
       +
           thread.removeLabel(autoLabel);

     

       135
       135
       +
           thread.removeLabel(filteredLabel);

     

       136
       136
       +
           thread.addLabel(approvedLabel);

     

       137
       137
       +
           thread.moveToInbox();

     

       138
       138
       +
           stats.didInbox += 1;

     

       139
       139
       +
           Logger.log(`  Applied: Moved to Inbox (${reason})`);

     

       140
       140
       +
         }

     

       141
       141
       +
       }

     

       142
       142
       +
       

     

       143
       143
       +
       function applyFilteredAction(

     

       144
       144
       +
         thread: any,

     

       145
       145
       +
         autoLabel: any,

     

       146
       146
       +
         filteredLabel: any,

     

       147
       147
       +
         stats: any,

     

       148
       148
       +
         reason: string

     

       149
       149
       +
       ): void {

     

       150
       150
       +
         if (DRY_RUN) {

     

       151
       151
       +
           stats.wouldFiltered += 1;

     

       152
       152
       +
           Logger.log(`  DRY_RUN: Would filter (${reason})`);

     

       153
       153
       +
         } else {

     

       154
       154
       +
           thread.removeLabel(autoLabel);

     

       155
       155
       +
           thread.addLabel(filteredLabel);

     

       156
       156
       +
           if (thread.isInInbox()) thread.moveToArchive();

     

       157
       157
       +
           stats.didFiltered += 1;

     

       158
       158
       +
           Logger.log(`  Applied: Filtered (${reason})`);

     

       159
       159
       +
         }

     

       160
       160
       +
       }

     

       161
       161
       +
       

     

       162
       162
       +
       // Utilities

     

       163
       163
       +
       function getOrCreateLabel(name: string): any {

     

       164
       164
       +
         return GmailApp.getUserLabelByName(name) || GmailApp.createLabel(name);

     

       165
       165
       +
       }

     

       166
       166
       +
       

     

       167
       167
       +
       function safeStr(s: string | null, maxLen?: number): string {

     

       168
       168
       +
         if (s === null || s === undefined) return "";

     

       169
       169
       +
         const str = s.toString().trim();

     

       170
       170
       +
         if (maxLen && str.length > maxLen) return str.slice(0, maxLen);

     

       171
       171
       +
         return str;

     

       172
       172
       +
       }

     

       173
       173
       +
       

     

       174
       174
       +
       function setupTriggers(): void {

     

       175
       175
       +
         // Delete existing triggers

     

       176
       176
       +
         const triggers = ScriptApp.getProjectTriggers();

     

       177
       177
       +
         for (let i = 0; i < triggers.length; i++) {

     

       178
       178
       +
           if (triggers[i].getHandlerFunction() === "runTriage") {

     

       179
       179
       +
             ScriptApp.deleteTrigger(triggers[i]);

     

       180
       180
       +
           }

     

       181
       181
       +
         }

     

       182
       182
       +
         

     

       183
       183
       +
         // Create new trigger

     

       184
       184
       +
         ScriptApp.newTrigger("runTriage")

     

       185
       185
       +
           .timeBased()

     

       186
       186
       +
           .everyMinutes(10)

     

       187
       187
       +
           .create();

     

       188
       188
       +
         

     

       189
       189
       +
         Logger.log("Trigger created: runTriage every 10 minutes");

     

       190
       190
       +
       }

     

       191
       191
       +
       

     

       192
       192
       +
       // Export for Apps Script global scope - these become top-level functions

     

       193
       193
       +
       // Note: The bundler needs to be configured to expose these properly

     

       194
       194
       +
       

     

       195
       195
       +
       // Make sure functions are not tree-shaken by referencing them

     

       196
       196
       +
       export { ensureLabels, runTriage, setupTriggers };

+28 -15

src/build-gas.ts

···

       1
       1
        
       #!/usr/bin/env bun

     

       2
       2
        
       // Build script for Google Apps Script

     

       3
       3
        
       

     

       4
       4
       -
       import { execSync } from "child_process";

     

       4
       4
       +
       import * as esbuild from "esbuild";

     

       5
       5
       +
       import { readFileSync, writeFileSync, mkdirSync } from "fs";

     

       5
       6
        
       

     

       6
       7
        
       const command = process.argv[2] || "build";

     

       7
       8
        
       

     

       8
       9
        
       if (command === "build") {

     

       9
       9
       -
         console.log("🔨 Building for Apps Script (local .gs file)...\n");

     

       10
       10
       +
         console.log("🔨 Building for Apps Script (bundled from main classifier)...\n");

     

       10
       11
        
         

     

       11
       11
       -
         // Compile TypeScript

     

       12
       12
       -
         console.log("1️⃣  Compiling TypeScript...");

     

       12
       12
       +
         // Bundle with esbuild

     

       13
       13
       +
         console.log("1️⃣  Bundling with esbuild...");

     

       13
       14
        
         try {

     

       14
       14
       -
           execSync("tsc -p tsconfig.apps-script.json", { stdio: "inherit" });

     

       15
       15
       -
           console.log("✅ TypeScript compiled\n");

     

       15
       15
       +
           await esbuild.build({

     

       16
       16
       +
             entryPoints: ["src/apps-script/wrapper.ts"],

     

       17
       17
       +
             bundle: true,

     

       18
       18
       +
             outfile: "build/bundled.js",

     

       19
       19
       +
             format: "esm", // Use ES modules format

     

       20
       20
       +
             target: "es2015",

     

       21
       21
       +
             platform: "neutral",

     

       22
       22
       +
           });

     

       23
       23
       +
           console.log("✅ Bundled successfully\n");

     

       16
       24
        
         } catch (e) {

     

       17
       17
       -
           console.error("❌ TypeScript compilation failed");

     

       25
       25
       +
           console.error("❌ Bundling failed:", e);

     

       18
       26
        
           process.exit(1);

     

       19
       27
        
         }

     

       20
       28
        
         

     

       21
       21
       -
         // Create .gs file

     

       22
       22
       -
         console.log("2️⃣  Creating .gs file...");

     

       23
       23
       -
         const { mkdirSync, readFileSync, writeFileSync } = await import("fs");

     

       29
       29
       +
         // Post-process: Convert to Apps Script compatible format

     

       30
       30
       +
         console.log("2️⃣  Post-processing for Apps Script...");

     

       24
       31
        
         mkdirSync("build", { recursive: true });

     

       25
       25
       -
         const js = readFileSync("build/compiled/Code.js", "utf-8");

     

       32
       32
       +
         let js = readFileSync("build/bundled.js", "utf-8");

     

       33
       33
       +
         

     

       34
       34
       +
         // Remove export statements - functions will be top-level

     

       35
       35
       +
         js = js.replace(/^export \{[^}]+\};?\s*$/gm, '');

     

       36
       36
       +
         js = js.replace(/^export (function|const|var|let) /gm, '$1 ');

     

       26
       37
        
         

     

       27
       27
       -
         const header = `// Auto-generated from TypeScript at: ${new Date().toISOString()}

     

       28
       28
       -
       // Source: src/apps-script/Code.ts

     

       38
       38
       +
         const output = `// Auto-generated from TypeScript at: ${new Date().toISOString()}

     

       39
       39
       +
       // Source: src/apps-script/wrapper.ts + src/classifier.ts

     

       29
       40
        
       // DO NOT EDIT THIS FILE DIRECTLY - Edit the TypeScript source instead

     

       41
       41
       +
       // This file is bundled from the main classifier to ensure consistency

     

       30
       42
        
       

     

       43
       43
       +
       ${js}

     

       31
       44
        
       `;

     

       32
       45
        
         

     

       33
       33
       -
         writeFileSync("build/Code.gs", header + js);

     

       46
       46
       +
         writeFileSync("build/Code.gs", output);

     

       34
       47
        
         console.log("✅ Created build/Code.gs\n");

     

       35
       48
        
         

     

       36
       49
        
         console.log("🎉 Build complete!");

     
···

       43
       56
        
       } else {

     

       44
       57
        
         console.log("Usage: bun run gas [build]");

     

       45
       58
        
         console.log("\nCommands:");

     

       46
       46
       -
         console.log("  build   - Compile TypeScript to .gs file (default)");

     

       59
       59
       +
         console.log("  build   - Bundle TypeScript to .gs file (default)");

     

       47
       60
        
       }

+18 -1

src/classifier.ts

···

       132
       132
        
               if (/\breceive\s+an\s+admission\s+decision\s+within\b/.test(combined)) {

     

       133
       133
        
                 return null;

     

       134
       134
        
               }

     

       135
       135
       +
               // Exclude "Priority Student" spam that asks to submit application

     

       136
       136
       +
               if (/\bpriority\s+student\b.*\bsubmit.*application\b|\bsubmit.*\bpriority\s+student\s+application\b/.test(combined)) {

     

       137
       137
       +
                 return null;

     

       138
       138
       +
               }

     

       139
       139
       +
               // Exclude if asking to submit ANY application (not accepted yet)

     

       140
       140
       +
               if (/\bif\s+you\s+haven'?t\s+yet\s+done\s+so.*submit\b|\bsubmit\s+the\b.*\bapplication\b/.test(combined)) {

     

       141
       141
       +
                 return null;

     

       142
       142
       +
               }

     

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

     

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

     

       145
       145
       +
                 return null;

     

       146
       146
       +
               }

     

       135
       147
        
               return {

     

       136
       148
        
                 pertains: true,

     

       137
       149
        
                 reason: "Accepted student portal/deposit information",

     
···

       291
       303
        
             

     

       292
       304
        
             // Marketing events

     

       293
       305
        
             /\bupcoming\s+events\b/,

     

       294
       294
       -
             /\bjoin\s+us\s+(for|at)\b/,

     

       306
       306
       +
             /\bjoin\s+us\s+(for|at|on\s+zoom)\b/,

     

       295
       307
        
             /\bopen\s+house\b/,

     

       296
       308
        
             /\bvirtual\s+tour\b/,

     

       297
       309
        
             /\bcampus\s+(visit|tour|event)\b/,

     
···

       325
       337
        
             // Ugly sweaters and other fluff

     

       326
       338
        
             /\bugly\s+sweater\b/,

     

       327
       339
        
             /\bit'?s\s+.+\s+season\b/,

     

       340
       340
       +
             

     

       341
       341
       +
             // FAFSA/scholarship info sessions (not actual aid offers)

     

       342
       342
       +
             /\bjoin\s+us.*\b(virtual\s+program|zoom)\b.*\b(scholarship|financial\s+aid)\b/,

     

       343
       343
       +
             /\blearn\s+more\b.*\b(scholarship|financial\s+aid)\s+(opportunities|options)\b/,

     

       344
       344
       +
             /\b(scholarship|financial\s+aid)\s+(opportunities|options)\b.*\blearn\s+more\b/,

     

       328
       345
        
           ];

     

       329
       346
        
       

     

       330
       347
        
           for (const pattern of irrelevantPatterns) {