this repo has no description
feat: update classifier and add crush.md
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crush.md
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crush.md
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# Crush Workflow: Adding New Email Data
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This guide explains how to process new college spam emails and improve the classifier.
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## Overview
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The workflow involves:
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1. Exporting emails from Gmail to JSON
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2. Importing unlabeled emails (automatically labels based on current classifier)
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3. Reviewing classifier performance
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4. Updating classifier rules to fix failures
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5. Testing and deploying
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## Step 1: Export Emails from Gmail
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### Option A: From Google Apps Script Console
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1. Open [Google Apps Script](https://script.google.com)
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2. Open your existing project (the one with the filter script)
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3. Make sure you have `scripts/export-from-label.gs` pasted in a separate file
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4. In the Apps Script editor console, run: `exportEmailsToDrive()`
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5. This creates a JSON file in your Google Drive root named `college_emails_export_YYYY-MM-DD.json`
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6. Download it to your `data/` directory
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### Option B: Manual Gmail Export (if needed)
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Create a JSON file with this structure:
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```json
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{
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"exported_at": "2025-12-15T18:52:04.726Z",
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"total_count": 4,
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"label": "College",
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"emails": [
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{
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"thread_id": "unique_id",
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"subject": "Email subject",
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"from": "sender@example.com",
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"to": "you@example.com",
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"cc": "",
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"date": "2025-12-15T16:24:10.000Z",
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"body": "Email body text...",
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"labels": ["College"],
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"is_in_inbox": true
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}
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]
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}
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```
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## Step 2: Import New Emails
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Run the import script to add new emails to the labeled dataset:
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```bash
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bun src/import-labeled.ts data/college_emails_export_2025-12-15.json
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```
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This script will:
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- Load the new emails from your export file
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- Check for duplicates (by `thread_id`)
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- Add new emails to `data/labeled-emails.json`
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- Run the classifier on each new email
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- Show evaluation results (accuracy, failures)
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### Output Example
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```
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📥 Importing labeled emails from data/college_emails_export_2025-12-15.json...
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📊 Loading existing dataset from data/labeled-emails.json...
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✅ Importing 4 new labeled emails
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💾 Saved 82 total emails to data/labeled-emails.json
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================================================================================
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🧪 Evaluating classifier on newly labeled emails...
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================================================================================
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Results for 4 new emails:
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✅ Correct: 0
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❌ Incorrect: 4
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📊 Accuracy: 0.0%
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```
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## Step 3: Review Failures
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If there are failures, the script shows detailed information:
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```
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❌ FAILURES - Update classifier to fix these:
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================================================================================
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1. FALSE POSITIVE
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Subject: You have until midnight tonight to apply
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From: Wilmington College <...>
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Expected: NOT RELEVANT (undefined)
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Got: RELEVANT (Accepted student portal/deposit information)
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Body preview: Submit your Wilmington College Application for Admission...
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```
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**False Positive**: Classifier marked spam as relevant (needs stricter filtering)
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**False Negative**: Classifier marked important email as spam (needs more permissive rules)
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## Step 4: Update Classifier
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Open `src/classifier.ts` and add new patterns to fix failures.
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### Example: Filter Out Application Deadline Spam
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For the "You have until midnight tonight to apply" spam, add to the `checkAccepted()` method:
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```typescript
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// Exclude "you have until midnight/tonight to apply" deadline pressure
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if (/\byou\s+have\s+until\b.*\b(midnight|tonight|today)\b.*\bto\s+apply\b/.test(combined)) {
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return null;
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}
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```
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### Example: Filter Out Scholarship Estimates
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For "scholarship estimate" spam, add to `notAwardedPatterns` in `checkScholarship()`:
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```typescript
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// Scholarship estimate (not actual award)
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/\bscholarship\s+estimate\b/,
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/\byou\s+have\s+not\s+(yet\s+)?seen\s+your.*\bscholarship\b/,
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/\bacademic\s+scholarship\s+estimate\b/,
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```
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### Pattern Tips
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- Use `\b` for word boundaries: `/\bapply\b/` matches "apply" but not "reapply"
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- Use `.*` to match anything between words: `/\bscholarship\b.*\bestimate\b/`
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- Use `(option1|option2)` for alternatives: `/\b(midnight|tonight|today)\b/`
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- Use `\s+` for whitespace: `/\byou\s+have\s+until\b/`
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- Test patterns carefully - they're case-insensitive
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## Step 5: Test Changes
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```bash
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# Run unit tests
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bun test
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# Evaluate on full dataset
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bun src/evaluate.ts
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```
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Expected output:
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```
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════════════════════════════════════════════════════════════════════════════════
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EVALUATION RESULTS
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════════════════════════════════════════════════════════════════════════════════
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Total test cases: 82
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Correct: 82 (100.0%)
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Incorrect: 0
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False positives: 0 (said relevant when not)
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False negatives: 0 (said not relevant when is)
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Accuracy: 100.0%
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Precision: 100.0% (of predicted relevant, % correct)
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Recall: 100.0% (of actual relevant, % found)
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F1 Score: 100.0%
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════════════════════════════════════════════════════════════════════════════════
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```
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## Step 6: Build and Deploy
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Build the Google Apps Script:
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```bash
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bun run gas build
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```
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This creates `build/Code.gs` which bundles the classifier with the Apps Script wrapper.
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### Deploy to Gmail
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1. Open [Google Apps Script](https://script.google.com)
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2. Open your existing filter project
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3. Open the `Code.gs` file
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4. Copy all contents of `build/Code.gs`
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5. Paste into the Apps Script editor (replacing old code)
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6. Click **Save** (Ctrl/Cmd + S)
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7. The filter will automatically run every 10 minutes (if triggers are set up)
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### First Time Setup
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If this is your first deployment:
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1. After pasting the code, run `ensureLabels()` to create required Gmail labels
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2. Run `setupTriggers()` to enable auto-filtering every 10 minutes
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3. Set `DRY_RUN = false` at the top of the file to enable actual filtering
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## Troubleshooting
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### "Skipped N duplicate emails"
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This is normal - it means those emails are already in your dataset.
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### Import script fails
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- Check JSON file is valid (use a JSON validator)
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- Ensure `data/labeled-emails.json` exists
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- Check file paths are correct
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### All new emails classified wrong
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- Run `bun src/evaluate.ts` to check full dataset performance
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- Review the specific failure patterns in the output
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- Update `src/classifier.ts` with new rules
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### Pattern not working
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- Test regex patterns at [regex101.com](https://regex101.com) (set flavor to JavaScript)
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- Remember text is lowercased before matching
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- Use `console.log(combined)` to debug what text you're matching against
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## Quick Reference
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```bash
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# Complete workflow
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bun src/import-labeled.ts data/new-emails.json # Import & evaluate
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# Review failures, update src/classifier.ts
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bun test # Test changes
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bun src/evaluate.ts # Evaluate full dataset
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bun run gas build # Build for deployment
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# Copy build/Code.gs to Google Apps Script
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# Individual commands
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bun test # Run unit tests
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bun src/evaluate.ts # Evaluate on full dataset
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bun run gas build # Build Apps Script bundle
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bun src/label.ts <file> # Interactive labeling (if needed)
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```
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## Classifier Architecture
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The classifier uses rule-based pattern matching with priority ordering:
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1. **Security** (always relevant): Password resets, account alerts
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2. **Student Actions** (relevant): Application confirmations, enrollment confirmations
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3. **Accepted Students** (relevant): Portal access, deposit reminders
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4. **Dual Enrollment** (relevant): Course registration, schedules
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5. **Scholarships Awarded** (relevant): Actually awarded scholarships
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6. **Financial Aid Ready** (relevant): Aid offers ready to view
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7. **Irrelevant** (not relevant): Marketing, newsletters, unsolicited outreach
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8. **Default** (not relevant): If uncertain, mark as spam
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Rules are evaluated in order. First match wins.
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## Dataset Stats
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After importing, check dataset stats:
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```bash
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bun src/evaluate.ts
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```
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Shows:
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- Total emails in dataset
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- Relevant vs not relevant breakdown
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- Accuracy, precision, recall, F1 score
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- Confusion matrix (if there are errors)
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Current performance: **100% accuracy on 82 labeled emails**
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data/labeled-emails.json
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data/labeled-emails.json
···
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{
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"exported_at": "2025-12-14T19:24:10.993Z",
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"total_count": 78,
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"exported_at": "2025-12-15T18:54:24.100Z",
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"total_count": 82,
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"label": "College/Auto",
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"emails": [
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{
···
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"pertains": false,
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"reason": "spam",
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"labeled_at": "2025-12-14T19:22:27.541Z",
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"confidence": "high"
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},
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{
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"thread_id": "19b22d3a5613e91a",
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"subject": "You have until midnight tonight to apply",
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"from": "Wilmington College <WilmingtonCollege_at_Go-Wilmington.org_canopy-rind-aloft@duck.com>",
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"to": "Kieran Klukas <canopy-rind-aloft@duck.com>",
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"cc": "",
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"date": "2025-12-15T16:24:10.000Z",
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"body": "Submit your Wilmington College Application for Admission.\r\n\r\n͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ \r\n\r\n[\r\nhttps://learn.go-wilmington.org/f/r/107952f863acfe7d83907ae21?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNjI3Nzk2OTczOTA5NzUxODciO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU4NDc7czo0OiJsZWFkIjtzOjc6IjEwNjU3NDkiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjI2OiJodHRwczovL3d3dy53aWxtaW5ndG9uLmVkdSI7fQ%3D%3D&?utm_campaign=cross&utm_source=enroll360&utm_medium=email&utm_content=learn&utm_term=header&tnnt=21604996-0d88-42e8-886b-feb1ecb6abae&UTM_rcrd=ba72975a-bff1-41d0-a49f-550c5841253c\r\n]\r\n\r\nKieran,\r\n\r\n \r\n\r\nToday's the day! It's the December 15\r\ndeadline, and it's time to submit your [\r\nhttps://learn.go-wilmington.org/f/r/934581b036b936853d60ef29d?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNjI3Nzk2OTczOTA5NzUxODciO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU4NDc7czo0OiJsZWFkIjtzOjc6IjEwNjU3NDkiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjI2MToiaHR0cHM6Ly93aWxtaW5ndG9uY29sbGVnZS5teS5zaXRlLmNvbS9BcHBseS9UWF9TaXRlTG9naW4%2Fc3RhcnRVUkw9JTJGQXBwbHklMkZUYXJnZXRYX1BvcnRhbF9fUEI%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0yMTYwNDk5Ni0wZDg4LTQyZTgtODg2Yi1mZWIxZWNiNmFiYWUmVVRNX3JjcmQ9YmE3Mjk3NWEtYmZmMS00MWQwLWE0OWYtNTUwYzU4NDEyNTNjIjt9&\r\n]Application for Admission [\r\nhttps://learn.go-wilmington.org/f/r/934581b036b936853d60ef29d?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNjI3Nzk2OTczOTA5NzUxODciO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU4NDc7czo0OiJsZWFkIjtzOjc6IjEwNjU3NDkiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjI2MToiaHR0cHM6Ly93aWxtaW5ndG9uY29sbGVnZS5teS5zaXRlLmNvbS9BcHBseS9UWF9TaXRlTG9naW4%2Fc3RhcnRVUkw9JTJGQXBwbHklMkZUYXJnZXRYX1BvcnRhbF9fUEI%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0yMTYwNDk5Ni0wZDg4LTQyZTgtODg2Yi1mZWIxZWNiNmFiYWUmVVRNX3JjcmQ9YmE3Mjk3NWEtYmZmMS00MWQwLWE0OWYtNTUwYzU4NDEyNTNjIjt9&\r\n] to Wilmington College. \r\n\r\n \r\n\r\nAs a top candidate for admission, you've been granted these priority\r\nstatus perks: \r\n\r\n* No application fee\r\n* No required essay or recommendation\r\n* Optional test-score submission\r\n* An accelerated admission decision \r\n\r\nToday is also our priority deadline for scholarship consideration!\r\nThis includes consideration for substantial academic awards, which are\r\ndetermined on the basis of cumulative grade point average (note that\r\nadditional completion materials are required for some scholarships). I\r\nwant to make sure you're considered for all the assistance you're\r\neligible for, so please apply as soon as possible. \r\n\r\n \r\n\r\nWe also accept the Common App [\r\nhttps://learn.go-wilmington.org/f/r/d675d0308ce654911f229ccd8?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNjI3Nzk2OTczOTA5NzUxODciO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU4NDc7czo0OiJsZWFkIjtzOjc6IjEwNjU3NDkiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjIwNzoiaHR0cHM6Ly9hcHBseS5jb21tb25hcHAub3JnL2xvZ2luP21hPTExMzM%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0yMTYwNDk5Ni0wZDg4LTQyZTgtODg2Yi1mZWIxZWNiNmFiYWUmVVRNX3JjcmQ9YmE3Mjk3NWEtYmZmMS00MWQwLWE0OWYtNTUwYzU4NDEyNTNjIjt9&\r\n]. Start a new one now or simply add Wilmington College to your list\r\nof schools [\r\nhttps://learn.go-wilmington.org/f/r/d675d0308ce654911f229ccd8?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNjI3Nzk2OTczOTA5NzUxODciO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU4NDc7czo0OiJsZWFkIjtzOjc6IjEwNjU3NDkiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjIwNzoiaHR0cHM6Ly9hcHBseS5jb21tb25hcHAub3JnL2xvZ2luP21hPTExMzM%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0yMTYwNDk5Ni0wZDg4LTQyZTgtODg2Yi1mZWIxZWNiNmFiYWUmVVRNX3JjcmQ9YmE3Mjk3NWEtYmZmMS00MWQwLWE0OWYtNTUwYzU4NDEyNTNjIjt9&\r\n]. \r\n\r\n \r\n\r\nKieran, I would love to see you join a bright,\r\npassionate community of students who are inspired to take action and\r\nmake positive change. Wilmington College could be the place where you\r\ndo just that.\r\n\r\n \r\n\r\nComplete your Application for Admission [\r\nhttps://learn.go-wilmington.org/f/r/934581b036b936853d60ef29d?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNjI3Nzk2OTczOTA5NzUxODciO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU4NDc7czo0OiJsZWFkIjtzOjc6IjEwNjU3NDkiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjI2MToiaHR0cHM6Ly93aWxtaW5ndG9uY29sbGVnZS5teS5zaXRlLmNvbS9BcHBseS9UWF9TaXRlTG9naW4%2Fc3RhcnRVUkw9JTJGQXBwbHklMkZUYXJnZXRYX1BvcnRhbF9fUEI%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0yMTYwNDk5Ni0wZDg4LTQyZTgtODg2Yi1mZWIxZWNiNmFiYWUmVVRNX3JjcmQ9YmE3Mjk3NWEtYmZmMS00MWQwLWE0OWYtNTUwYzU4NDEyNTNjIjt9&\r\n] or the Common App [\r\nhttps://learn.go-wilmington.org/f/r/d675d0308ce654911f229ccd8?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNjI3Nzk2OTczOTA5NzUxODciO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU4NDc7czo0OiJsZWFkIjtzOjc6IjEwNjU3NDkiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjIwNzoiaHR0cHM6Ly9hcHBseS5jb21tb25hcHAub3JnL2xvZ2luP21hPTExMzM%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0yMTYwNDk5Ni0wZDg4LTQyZTgtODg2Yi1mZWIxZWNiNmFiYWUmVVRNX3JjcmQ9YmE3Mjk3NWEtYmZmMS00MWQwLWE0OWYtNTUwYzU4NDEyNTNjIjt9&\r\n] by midnight tonight. I look forward to considering you for\r\nadmission.\r\n\r\n \r\n\r\nSincerely,\r\n\r\n \r\n\r\n@font-face {\r\n font-family: 'Cantarell';\r\n font-style: italic;\r\n font-weight: 400;\r\n font-display: swap;\r\n src: url(\"https://learn.go-wilmington.org/f/r/42e1e228c0c9dde47d771afca?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNjI3Nzk2OTczOTA5NzUxODciO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU4NDc7czo0OiJsZWFkIjtzOjc6IjEwNjU3NDkiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjg4OiJodHRwczovL2NvbGxlZ2UtY2hvaWNlLm5ldC9scC1saXZlL3dpbG1pbmd0b24tY29sbGVnZS9nbG9iYWwvZm9udHMvQ2FudGFyZWxsLUl0YWxpYy53b2ZmIjt9&\") format(\"woff\");\r\n mso-font-alt: Arial, sans-serif;\r\n}\r\n@font-face {\r\n font-family: 'Cantarell';\r\n font-style: italic;\r\n font-weight: 700;\r\n font-display: swap;\r\n src: 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#005847 !important;\r\n font-size: 18px;\r\n line-height: 1.4;\r\n font-family: 'museo', 'Cantarell', 'Source Sans Pro', Arial, Helvetica, sans-serif !important;\r\n}\r\n\r\nDanny Harp\r\n\r\nDirector of Admission\r\n\r\nWilmington College\r\n\r\n1870 Quaker Way\r\nWilmington, OH 45177\r\n\r\nwww.wilmington.edu\r\n\r\n\r\n\t\r\n\t\t\r\n\t\t\t\r\n\t\t\r\n\t\r\n\r\n\r\n \r\n\r\nWe received your information from\r\nyour Appily college research.\r\n\r\nBrowse to https://learn.go-wilmington.org/email/unsubscribe/6940362779697390975187/canopy-rind-aloft@duck.com/04e3a2ace5c30513ed863c98b6fb6352f18812f5b2a3cb62bca2d94e61c4adf9 to no longer receive emails from this company.\r\n",
1340
+
"labels": [
1341
+
"College"
1342
+
],
1343
+
"is_in_inbox": true,
1344
+
"confidence": "high"
1345
+
},
1346
+
{
1347
+
"thread_id": "19b22d38b442c2be",
1348
+
"subject": "You have until midnight tonight to apply",
1349
+
"from": "Wilmington College <WilmingtonCollege_at_Go-Wilmington.org_pulp-flint-maybe@duck.com>",
1350
+
"to": "Kieran Klukas <pulp-flint-maybe@duck.com>",
1351
+
"cc": "",
1352
+
"date": "2025-12-15T16:24:04.000Z",
1353
+
"body": "Submit your Wilmington College Application for Admission.\r\n\r\n͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ \r\n\r\n[\r\nhttps://learn.go-wilmington.org/f/r/107952f863acfe7d83907ae21?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNjIwMGE3ODc4NDYzMDM3NjYiO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU4NDA7czo0OiJsZWFkIjtzOjc6IjEwNjM4NTMiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjI2OiJodHRwczovL3d3dy53aWxtaW5ndG9uLmVkdSI7fQ%3D%3D&?utm_campaign=cross&utm_source=enroll360&utm_medium=email&utm_content=learn&utm_term=header&tnnt=21604996-0d88-42e8-886b-feb1ecb6abae&UTM_rcrd=e1d7d6d6-315d-4432-a786-4424533cfdba\r\n]\r\n\r\nKieran,\r\n\r\n \r\n\r\nToday's the day! It's the December 15\r\ndeadline, and it's time to submit your [\r\nhttps://learn.go-wilmington.org/f/r/934581b036b936853d60ef29d?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNjIwMGE3ODc4NDYzMDM3NjYiO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU4NDA7czo0OiJsZWFkIjtzOjc6IjEwNjM4NTMiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjI2MToiaHR0cHM6Ly93aWxtaW5ndG9uY29sbGVnZS5teS5zaXRlLmNvbS9BcHBseS9UWF9TaXRlTG9naW4%2Fc3RhcnRVUkw9JTJGQXBwbHklMkZUYXJnZXRYX1BvcnRhbF9fUEI%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0yMTYwNDk5Ni0wZDg4LTQyZTgtODg2Yi1mZWIxZWNiNmFiYWUmVVRNX3JjcmQ9ZTFkN2Q2ZDYtMzE1ZC00NDMyLWE3ODYtNDQyNDUzM2NmZGJhIjt9&\r\n]Application for Admission [\r\nhttps://learn.go-wilmington.org/f/r/934581b036b936853d60ef29d?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNjIwMGE3ODc4NDYzMDM3NjYiO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU4NDA7czo0OiJsZWFkIjtzOjc6IjEwNjM4NTMiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjI2MToiaHR0cHM6Ly93aWxtaW5ndG9uY29sbGVnZS5teS5zaXRlLmNvbS9BcHBseS9UWF9TaXRlTG9naW4%2Fc3RhcnRVUkw9JTJGQXBwbHklMkZUYXJnZXRYX1BvcnRhbF9fUEI%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0yMTYwNDk5Ni0wZDg4LTQyZTgtODg2Yi1mZWIxZWNiNmFiYWUmVVRNX3JjcmQ9ZTFkN2Q2ZDYtMzE1ZC00NDMyLWE3ODYtNDQyNDUzM2NmZGJhIjt9&\r\n] to Wilmington College. \r\n\r\n \r\n\r\nAs a top candidate for admission, you've been granted these priority\r\nstatus perks: \r\n\r\n* No application fee\r\n* No required essay or recommendation\r\n* Optional test-score submission\r\n* An accelerated admission decision \r\n\r\nToday is also our priority deadline for scholarship consideration!\r\nThis includes consideration for substantial academic awards, which are\r\ndetermined on the basis of cumulative grade point average (note that\r\nadditional completion materials are required for some scholarships). I\r\nwant to make sure you're considered for all the assistance you're\r\neligible for, so please apply as soon as possible. \r\n\r\n \r\n\r\nWe also accept the Common App [\r\nhttps://learn.go-wilmington.org/f/r/d675d0308ce654911f229ccd8?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNjIwMGE3ODc4NDYzMDM3NjYiO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU4NDA7czo0OiJsZWFkIjtzOjc6IjEwNjM4NTMiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjIwNzoiaHR0cHM6Ly9hcHBseS5jb21tb25hcHAub3JnL2xvZ2luP21hPTExMzM%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0yMTYwNDk5Ni0wZDg4LTQyZTgtODg2Yi1mZWIxZWNiNmFiYWUmVVRNX3JjcmQ9ZTFkN2Q2ZDYtMzE1ZC00NDMyLWE3ODYtNDQyNDUzM2NmZGJhIjt9&\r\n]. Start a new one now or simply add Wilmington College to your list\r\nof schools [\r\nhttps://learn.go-wilmington.org/f/r/d675d0308ce654911f229ccd8?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNjIwMGE3ODc4NDYzMDM3NjYiO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU4NDA7czo0OiJsZWFkIjtzOjc6IjEwNjM4NTMiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjIwNzoiaHR0cHM6Ly9hcHBseS5jb21tb25hcHAub3JnL2xvZ2luP21hPTExMzM%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0yMTYwNDk5Ni0wZDg4LTQyZTgtODg2Yi1mZWIxZWNiNmFiYWUmVVRNX3JjcmQ9ZTFkN2Q2ZDYtMzE1ZC00NDMyLWE3ODYtNDQyNDUzM2NmZGJhIjt9&\r\n]. \r\n\r\n \r\n\r\nKieran, I would love to see you join a bright,\r\npassionate community of students who are inspired to take action and\r\nmake positive change. Wilmington College could be the place where you\r\ndo just that.\r\n\r\n \r\n\r\nComplete your Application for Admission [\r\nhttps://learn.go-wilmington.org/f/r/934581b036b936853d60ef29d?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNjIwMGE3ODc4NDYzMDM3NjYiO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU4NDA7czo0OiJsZWFkIjtzOjc6IjEwNjM4NTMiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjI2MToiaHR0cHM6Ly93aWxtaW5ndG9uY29sbGVnZS5teS5zaXRlLmNvbS9BcHBseS9UWF9TaXRlTG9naW4%2Fc3RhcnRVUkw9JTJGQXBwbHklMkZUYXJnZXRYX1BvcnRhbF9fUEI%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0yMTYwNDk5Ni0wZDg4LTQyZTgtODg2Yi1mZWIxZWNiNmFiYWUmVVRNX3JjcmQ9ZTFkN2Q2ZDYtMzE1ZC00NDMyLWE3ODYtNDQyNDUzM2NmZGJhIjt9&\r\n] or the Common App [\r\nhttps://learn.go-wilmington.org/f/r/d675d0308ce654911f229ccd8?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNjIwMGE3ODc4NDYzMDM3NjYiO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU4NDA7czo0OiJsZWFkIjtzOjc6IjEwNjM4NTMiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjIwNzoiaHR0cHM6Ly9hcHBseS5jb21tb25hcHAub3JnL2xvZ2luP21hPTExMzM%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0yMTYwNDk5Ni0wZDg4LTQyZTgtODg2Yi1mZWIxZWNiNmFiYWUmVVRNX3JjcmQ9ZTFkN2Q2ZDYtMzE1ZC00NDMyLWE3ODYtNDQyNDUzM2NmZGJhIjt9&\r\n] by midnight tonight. I look forward to considering you for\r\nadmission.\r\n\r\n \r\n\r\nSincerely,\r\n\r\n \r\n\r\n@font-face {\r\n font-family: 'Cantarell';\r\n font-style: italic;\r\n font-weight: 400;\r\n font-display: swap;\r\n src: url(\"https://learn.go-wilmington.org/f/r/42e1e228c0c9dde47d771afca?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNjIwMGE3ODc4NDYzMDM3NjYiO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU4NDA7czo0OiJsZWFkIjtzOjc6IjEwNjM4NTMiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjg4OiJodHRwczovL2NvbGxlZ2UtY2hvaWNlLm5ldC9scC1saXZlL3dpbG1pbmd0b24tY29sbGVnZS9nbG9iYWwvZm9udHMvQ2FudGFyZWxsLUl0YWxpYy53b2ZmIjt9&\") format(\"woff\");\r\n mso-font-alt: Arial, sans-serif;\r\n}\r\n@font-face {\r\n font-family: 'Cantarell';\r\n font-style: italic;\r\n font-weight: 700;\r\n font-display: swap;\r\n src: 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url(\"https://learn.go-wilmington.org/f/r/8b7eb11af72b2f814108c81f6?ct=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%3D&\") format(\"woff\");\r\n font-display:auto;font-style:italic;font-weight:700;font-stretch:normal;\r\n mso-font-alt: Arial, sans-serif;\r\n}\r\n\r\ntd,\r\np,\r\np span,\r\nul,\r\nli {\r\n font-family: 'Cantarell', 'Source Sans Pro', Arial, Helvetica, sans-serif !important;\r\n letter-spacing: -0.33px !important;\r\n line-height: 1.4;\r\n}\r\n\r\n.signer-name {\r\n margin: 0;\r\n padding: 0;\r\n color: #005847 !important;\r\n font-size: 18px;\r\n line-height: 1.4;\r\n font-family: 'museo', 'Cantarell', 'Source Sans Pro', Arial, Helvetica, sans-serif !important;\r\n}\r\n\r\nDanny Harp\r\n\r\nDirector of Admission\r\n\r\nWilmington College\r\n\r\n1870 Quaker Way\r\nWilmington, OH 45177\r\n\r\nwww.wilmington.edu\r\n\r\n\r\n\t\r\n\t\t\r\n\t\t\t\r\n\t\t\r\n\t\r\n\r\n\r\n \r\n\r\nWe received your information from\r\nyour Appily college research.\r\n\r\nBrowse to https://learn.go-wilmington.org/email/unsubscribe/694036200a787846303766/pulp-flint-maybe@duck.com/6aa1c7bb731f4957bf6d0198bf0345c50236fde987d90e4815629c71fcdc9ac6 to no longer receive emails from this company.\r\n",
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1355
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{
1361
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"thread_id": "19b22d23854425f3",
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"subject": "You have until midnight tonight to apply",
1363
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"from": "Wilmington College <WilmingtonCollege_at_Go-Wilmington.org_3rmhb7wb@duck.com>",
1364
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"to": "Kieran Klukas <3rmhb7wb@duck.com>",
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"cc": "",
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"date": "2025-12-15T16:22:37.000Z",
1367
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"body": "Submit your Wilmington College Application for Admission.\r\n\r\n͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ \r\n\r\n[\r\nhttps://learn.go-wilmington.org/f/r/107952f863acfe7d83907ae21?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNWM4MGNhNjIxNjMxNzE1MTAiO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU3NTI7czo0OiJsZWFkIjtzOjc6IjEwNTc4MTQiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjI2OiJodHRwczovL3d3dy53aWxtaW5ndG9uLmVkdSI7fQ%3D%3D&?utm_campaign=cross&utm_source=enroll360&utm_medium=email&utm_content=learn&utm_term=header&tnnt=21604996-0d88-42e8-886b-feb1ecb6abae&UTM_rcrd=834cf7f9-67fa-48a4-bed0-a47feef0fe7f\r\n]\r\n\r\nKieran,\r\n\r\n \r\n\r\nToday's the day! It's the December 15\r\ndeadline, and it's time to submit your [\r\nhttps://learn.go-wilmington.org/f/r/934581b036b936853d60ef29d?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNWM4MGNhNjIxNjMxNzE1MTAiO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU3NTI7czo0OiJsZWFkIjtzOjc6IjEwNTc4MTQiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjI2MToiaHR0cHM6Ly93aWxtaW5ndG9uY29sbGVnZS5teS5zaXRlLmNvbS9BcHBseS9UWF9TaXRlTG9naW4%2Fc3RhcnRVUkw9JTJGQXBwbHklMkZUYXJnZXRYX1BvcnRhbF9fUEI%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0yMTYwNDk5Ni0wZDg4LTQyZTgtODg2Yi1mZWIxZWNiNmFiYWUmVVRNX3JjcmQ9ODM0Y2Y3ZjktNjdmYS00OGE0LWJlZDAtYTQ3ZmVlZjBmZTdmIjt9&\r\n]Application for Admission [\r\nhttps://learn.go-wilmington.org/f/r/934581b036b936853d60ef29d?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNWM4MGNhNjIxNjMxNzE1MTAiO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU3NTI7czo0OiJsZWFkIjtzOjc6IjEwNTc4MTQiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjI2MToiaHR0cHM6Ly93aWxtaW5ndG9uY29sbGVnZS5teS5zaXRlLmNvbS9BcHBseS9UWF9TaXRlTG9naW4%2Fc3RhcnRVUkw9JTJGQXBwbHklMkZUYXJnZXRYX1BvcnRhbF9fUEI%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0yMTYwNDk5Ni0wZDg4LTQyZTgtODg2Yi1mZWIxZWNiNmFiYWUmVVRNX3JjcmQ9ODM0Y2Y3ZjktNjdmYS00OGE0LWJlZDAtYTQ3ZmVlZjBmZTdmIjt9&\r\n] to Wilmington College. \r\n\r\n \r\n\r\nAs a top candidate for admission, you've been granted these priority\r\nstatus perks: \r\n\r\n* No application fee\r\n* No required essay or recommendation\r\n* Optional test-score submission\r\n* An accelerated admission decision \r\n\r\nToday is also our priority deadline for scholarship consideration!\r\nThis includes consideration for substantial academic awards, which are\r\ndetermined on the basis of cumulative grade point average (note that\r\nadditional completion materials are required for some scholarships). I\r\nwant to make sure you're considered for all the assistance you're\r\neligible for, so please apply as soon as possible. \r\n\r\n \r\n\r\nWe also accept the Common App [\r\nhttps://learn.go-wilmington.org/f/r/d675d0308ce654911f229ccd8?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNWM4MGNhNjIxNjMxNzE1MTAiO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU3NTI7czo0OiJsZWFkIjtzOjc6IjEwNTc4MTQiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjIwNzoiaHR0cHM6Ly9hcHBseS5jb21tb25hcHAub3JnL2xvZ2luP21hPTExMzM%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0yMTYwNDk5Ni0wZDg4LTQyZTgtODg2Yi1mZWIxZWNiNmFiYWUmVVRNX3JjcmQ9ODM0Y2Y3ZjktNjdmYS00OGE0LWJlZDAtYTQ3ZmVlZjBmZTdmIjt9&\r\n]. Start a new one now or simply add Wilmington College to your list\r\nof schools [\r\nhttps://learn.go-wilmington.org/f/r/d675d0308ce654911f229ccd8?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNWM4MGNhNjIxNjMxNzE1MTAiO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU3NTI7czo0OiJsZWFkIjtzOjc6IjEwNTc4MTQiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjIwNzoiaHR0cHM6Ly9hcHBseS5jb21tb25hcHAub3JnL2xvZ2luP21hPTExMzM%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0yMTYwNDk5Ni0wZDg4LTQyZTgtODg2Yi1mZWIxZWNiNmFiYWUmVVRNX3JjcmQ9ODM0Y2Y3ZjktNjdmYS00OGE0LWJlZDAtYTQ3ZmVlZjBmZTdmIjt9&\r\n]. \r\n\r\n \r\n\r\nKieran, I would love to see you join a bright,\r\npassionate community of students who are inspired to take action and\r\nmake positive change. Wilmington College could be the place where you\r\ndo just that.\r\n\r\n \r\n\r\nComplete your Application for Admission [\r\nhttps://learn.go-wilmington.org/f/r/934581b036b936853d60ef29d?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNWM4MGNhNjIxNjMxNzE1MTAiO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU3NTI7czo0OiJsZWFkIjtzOjc6IjEwNTc4MTQiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjI2MToiaHR0cHM6Ly93aWxtaW5ndG9uY29sbGVnZS5teS5zaXRlLmNvbS9BcHBseS9UWF9TaXRlTG9naW4%2Fc3RhcnRVUkw9JTJGQXBwbHklMkZUYXJnZXRYX1BvcnRhbF9fUEI%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0yMTYwNDk5Ni0wZDg4LTQyZTgtODg2Yi1mZWIxZWNiNmFiYWUmVVRNX3JjcmQ9ODM0Y2Y3ZjktNjdmYS00OGE0LWJlZDAtYTQ3ZmVlZjBmZTdmIjt9&\r\n] or the Common App [\r\nhttps://learn.go-wilmington.org/f/r/d675d0308ce654911f229ccd8?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNWM4MGNhNjIxNjMxNzE1MTAiO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU3NTI7czo0OiJsZWFkIjtzOjc6IjEwNTc4MTQiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjIwNzoiaHR0cHM6Ly9hcHBseS5jb21tb25hcHAub3JnL2xvZ2luP21hPTExMzM%2FdXRtX2NhbXBhaWduPWRsJnV0bV9zb3VyY2U9ZW5yb2xsMzYwX2FwcGx5JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NvbnRlbnQ9YXBwbHkmdG5udD0yMTYwNDk5Ni0wZDg4LTQyZTgtODg2Yi1mZWIxZWNiNmFiYWUmVVRNX3JjcmQ9ODM0Y2Y3ZjktNjdmYS00OGE0LWJlZDAtYTQ3ZmVlZjBmZTdmIjt9&\r\n] by midnight tonight. I look forward to considering you for\r\nadmission.\r\n\r\n \r\n\r\nSincerely,\r\n\r\n \r\n\r\n@font-face {\r\n font-family: 'Cantarell';\r\n font-style: italic;\r\n font-weight: 400;\r\n font-display: swap;\r\n src: url(\"https://learn.go-wilmington.org/f/r/42e1e228c0c9dde47d771afca?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNWM4MGNhNjIxNjMxNzE1MTAiO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU3NTI7czo0OiJsZWFkIjtzOjc6IjEwNTc4MTQiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjg4OiJodHRwczovL2NvbGxlZ2UtY2hvaWNlLm5ldC9scC1saXZlL3dpbG1pbmd0b24tY29sbGVnZS9nbG9iYWwvZm9udHMvQ2FudGFyZWxsLUl0YWxpYy53b2ZmIjt9&\") format(\"woff\");\r\n mso-font-alt: Arial, sans-serif;\r\n}\r\n@font-face {\r\n font-family: 'Cantarell';\r\n font-style: italic;\r\n font-weight: 700;\r\n font-display: swap;\r\n src: 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url(\"https://learn.go-wilmington.org/f/r/99de32806a57b8847f9a7c626?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNWM4MGNhNjIxNjMxNzE1MTAiO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU3NTI7czo0OiJsZWFkIjtzOjc6IjEwNTc4MTQiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjg5OiJodHRwczovL2NvbGxlZ2UtY2hvaWNlLm5ldC9scC1saXZlL3dpbG1pbmd0b24tY29sbGVnZS9nbG9iYWwvZm9udHMvQ2FudGFyZWxsLVJlZ3VsYXIud29mZiI7fQ%3D%3D&\") format(\"woff\");\r\n mso-font-alt: Arial, sans-serif;\r\n}\r\n@font-face {\r\n font-family: 'Cantarell';\r\n font-style: normal;\r\n font-weight: 700;\r\n font-display: swap;\r\n src: url(\"https://learn.go-wilmington.org/f/r/f215a1b0e0db7e0c6fc8e6226?ct=YTo3OntzOjY6InNvdXJjZSI7YToyOntpOjA7czo1OiJlbWFpbCI7aToxO2k6MjY4O31zOjU6ImVtYWlsIjtpOjI2ODtzOjQ6InN0YXQiO3M6MjI6IjY5NDAzNWM4MGNhNjIxNjMxNzE1MTAiO3M6OToic2VudF90aW1lIjtpOjE3NjU4MTU3NTI7czo0OiJsZWFkIjtzOjc6IjEwNTc4MTQiO3M6NzoiY2hhbm5lbCI7YToxOntzOjU6ImVtYWlsIjtpOjI2ODt9czoyNDoibXRjX3JlZGlyZWN0X2Rlc3RpbmF0aW9uIjtzOjg2OiJodHRwczovL2NvbGxlZ2UtY2hvaWNlLm5ldC9scC1saXZlL3dpbG1pbmd0b24tY29sbGVnZS9nbG9iYWwvZm9udHMvQ2FudGFyZWxsLUJvbGQud29mZiI7fQ%3D%3D&\") format(\"woff\");\r\n mso-font-alt: Arial, sans-serif;\r\n}\r\n@font-face {\r\n font-family: 'museo';\r\n src: url(\"https://learn.go-wilmington.org/f/r/b2581f05ca2cee57209f06dbb?ct=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%3D&\") format(\"woff\");\r\n font-display:auto;font-style:normal;font-weight:300;font-stretch:normal;\r\n mso-font-alt: Arial, sans-serif;\r\n}\r\n\r\n@font-face {\r\n font-family: 'museo';\r\n src: url(\"https://learn.go-wilmington.org/f/r/b4b7b3107e4d0f16791621406?ct=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%3D&\") format(\"woff\");\r\n font-display:auto;font-style:normal;font-weight:700;font-stretch:normal;\r\n mso-font-alt: Arial, sans-serif;\r\n}\r\n\r\n@font-face {\r\n font-family: 'museo';\r\n src: url(\"https://learn.go-wilmington.org/f/r/a940137c14a91b2fa2dbf008b?ct=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%3D&\") format(\"woff\");\r\n font-display:auto;font-style:italic;font-weight:300;font-stretch:normal;\r\n mso-font-alt: Arial, sans-serif;\r\n}\r\n\r\n@font-face {\r\n font-family: 'museo';\r\n src: url(\"https://learn.go-wilmington.org/f/r/8b7eb11af72b2f814108c81f6?ct=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%3D&\") format(\"woff\");\r\n font-display:auto;font-style:italic;font-weight:700;font-stretch:normal;\r\n mso-font-alt: Arial, sans-serif;\r\n}\r\n\r\ntd,\r\np,\r\np span,\r\nul,\r\nli {\r\n font-family: 'Cantarell', 'Source Sans Pro', Arial, Helvetica, sans-serif !important;\r\n letter-spacing: -0.33px !important;\r\n line-height: 1.4;\r\n}\r\n\r\n.signer-name {\r\n margin: 0;\r\n padding: 0;\r\n color: #005847 !important;\r\n font-size: 18px;\r\n line-height: 1.4;\r\n font-family: 'museo', 'Cantarell', 'Source Sans Pro', Arial, Helvetica, sans-serif !important;\r\n}\r\n\r\nDanny Harp\r\n\r\nDirector of Admission\r\n\r\nWilmington College\r\n\r\n1870 Quaker Way\r\nWilmington, OH 45177\r\n\r\nwww.wilmington.edu\r\n\r\n\r\n\t\r\n\t\t\r\n\t\t\t\r\n\t\t\r\n\t\r\n\r\n\r\n \r\n\r\nWe received your information from\r\nthe College Board's Student Search Service.\r\n\r\nBrowse to https://learn.go-wilmington.org/email/unsubscribe/694035c80ca62163171510/3rmhb7wb@duck.com/936afd47f1d9b56f108a17b6ae5843cdcaae84725fbe7527e67c62f7b63f999d to no longer receive emails from this company.\r\n",
1368
+
"labels": [
1369
+
"College"
1370
+
],
1371
+
"is_in_inbox": true,
1372
+
"confidence": "high"
1373
+
},
1374
+
{
1375
+
"thread_id": "19b22c2f41c65652",
1376
+
"subject": "Kieran, you have not seen your scholarship estimate!",
1377
+
"from": "Wheaton College Admissions <admissions_at_wheaton.edu_jkgwnjk4@duck.com>",
1378
+
"to": "jkgwnjk4@duck.com",
1379
+
"cc": "",
1380
+
"date": "2025-12-15T16:05:25.000Z",
1381
+
"body": "Find out your estimate now \r\n\r\n \r\n Kieran,\r\n\r\n You have not yet seen your academic scholarship estimate <https://go.wheaton.edu/portal/scholarship?key=790DFE4F-3323-484B-A494-CD624340E837&sys:ref_matching=018660855&utm_campaign=ug_scholarship_estimate&utm_content=non_responder_06&utm_medium=email&utm_source=slate&utm_term=f26> to Wheaton College. You may want to take a look so you can better understand the financial support you can expect. \r\n\r\nAffording Wheaton College starts here:\r\n \r\nEstimate My Scholarship <https://go.wheaton.edu/portal/scholarship?key=790DFE4F-3323-484B-A494-CD624340E837&sys:ref_matching=018660855&utm_campaign=ug_scholarship_estimate&utm_content=non_responder_06&utm_medium=email&utm_source=slate&utm_term=f26>\r\n\r\n*Information submitted will be used only to generate an estimate and will not be considered in your application. \r\n\r\n\r\n\r\nP.S. The next application deadline <https://go.wheaton.edu/apply/?utm_campaign=ug_scholarship_estimate&utm_content=non_responder_06&utm_medium=email&utm_source=slate&utm_term=f26> is November 15, Early Action II. You don't want to miss it!\r\n Apply <https://www.wheaton.edu/admissions-cost-and-aid/undergraduate-admissions/apply-to-wheaton/?utm_campaign=ug_scholarship_estimate&utm_content=non_responder_06&utm_medium=email&utm_source=slate&utm_term=f26>\r\n\r\n\r\n Evan Bennett \r\nDirector of Undergraduate Admissions\r\nWheaton College\r\nadmissions@wheaton.edu\r\n\r\n\r\nWheaton College\r\n 501 College Avenue Wheaton, IL 60187-5501\r\nPrivacy Policy <https://www.wheaton.edu/about-wheaton/disclosures/?utm_campaign=ug_scholarship_estimate&utm_content=non_responder_06&utm_medium=email&utm_source=slate&utm_term=f26>\r\nUnsubscribe <https://go.wheaton.edu/go?r=optout&mid=02a5c8c5-b449-4f09-96b4-ce3b51a052a3&utm_campaign=ug_scholarship_estimate&utm_content=non_responder_06&utm_medium=email&utm_source=slate&utm_term=f26>\r\n \r\n\r\n\r\nThis email was sent to jkgwnjk4@duck.com by Wheaton College Admissions.\r\nUnsubscribe from Undergraduate Admissions Communications. <https://go.wheaton.edu/go?r=optout&mid=02a5c8c5-b449-4f09-96b4-ce3b51a052a3&utm_campaign=ug_scholarship_estimate&utm_content=non_responder_06&utm_medium=email&utm_source=slate&utm_term=f26>\r\n",
1382
+
"labels": [
1383
+
"College"
1384
+
],
1385
+
"is_in_inbox": true,
1330
1386
"confidence": "high"
1331
1387
}
1332
1388
]
+8
src/classifier.ts
+8
src/classifier.ts
···
200
200
if (/\bwe'?re\s+interested\s+in\s+you\b/.test(combined) && /\bapply\b/.test(combined)) {
201
201
return null;
202
202
}
203
+
// Exclude "you have until midnight/tonight to apply" deadline pressure
204
+
if (/\byou\s+have\s+until\b.*\b(midnight|tonight|today)\b.*\bto\s+apply\b/.test(combined)) {
205
+
return null;
206
+
}
203
207
return {
204
208
pertains: true,
205
209
reason: "Accepted student portal/deposit information",
···
276
280
/\bsubmit\s+(your\s+)?.*\bscholarship\s+form\b/,
277
281
// "Want to make sure you're ready" deadline pressure with scholarship mention
278
282
/\b(want|wanted)\s+to\s+make\s+sure\s+you'?re\s+ready\b.*\bscholarship\b/,
283
+
// Scholarship estimate (not actual award)
284
+
/\bscholarship\s+estimate\b/,
285
+
/\byou\s+have\s+not\s+(yet\s+)?seen\s+your.*\bscholarship\b/,
286
+
/\bacademic\s+scholarship\s+estimate\b/,
279
287
];
280
288
281
289
// Check if scholarship is mentioned but not awarded