Managing Imports

Managing Imports

Overview

Manage import file workflow from drop to archive: organize files, check duplicates, track status, and clear processed files.

Use when: Processing new import files, checking import status, or archiving successfully imported data.

Announce at start: "I'm using the managing-imports skill to [operation]."

What This Skill Does

Wraps the file staging system (scripts/​utilities/​file_staging/) with user-friendly operations:

1. Stage files - Classify and organize files from inbox
2. Check duplicates - Query import_manifest for SHA256 matches
3. Track status - Show files in each workflow stage
4. Clear processed - Move imported files to archive

Operations

Stage Files

When: New files dropped in inbox, need to classify and organize for import.

Process:

1. Verify inbox has files

   cd /​Users/​anthonybyrnes/​PycharmProjects/​Python419
   find imports/​inbox -type f | wc -l
   

   If 0 files, report: "Inbox is empty. No files to stage."

2. Run file staging orchestrator

   cd /​Users/​anthonybyrnes/​PycharmProjects/​Python419
   PYTHONPATH=. python3 -m scripts.utilities.file_staging \
     --drop-folder imports/​inbox \
     --use-db \
     --generate-plan
   

   What this does:

   • Scans inbox for files
   • Classifies file type (LBHRA, PS_LB, LBSR08E, 419F, PROGRAM_LIST, COTA_PERSISTENCE)
   • Detects academic term from file content
   • Checks SHA256 against import_manifest for duplicates
   • Moves to imports/​staged/​{type}/
   • Generates staging manifest JSON
   • Creates import plan script (if --generate-plan)

3. Parse orchestrator output

   Look for:

   • Files processed count
   • Files staged count
   • Files skipped (duplicates)
   • Staging manifest path
   • Import plan path (if generated)

4. Report results

   Format:

   Staging Complete:
   - Processed: 15 files
   - Staged: 12 files (ready for import)
   - Skipped: 3 files (duplicates)
   
   Staged files by type:
   - LBHRA: 5 files → imports/​staged/​lbhra/
   - PS_LB: 4 files → imports/​staged/​ps-lb/
   - 419F: 3 files → imports/​staged/​419f/
   
   Manifest: imports/​staged/​staging-manifest-YYYY-MM-DD-HHMMSS.json
   Import plan: imports/​staged/​import-plan-YYYY-MM-DD-HHMMSS.sh
   

Error Handling:

• If orchestrator fails, show error and recommend manual classification
• If --use-db fails, warn that duplicates weren't checked
• If staging folder doesn't exist, create it first

---

Check Duplicates

When: Want to verify if files have already been imported before staging.

Process:

1. Get file path or directory

   User provides:

   • Single file path
   • Directory path (checks all files in directory)

2. Calculate SHA256 hashes

   For each file:

   shasum -a 256 <file_path>
   

3. Query import_manifest

   import psycopg2
   from dotenv import load_dotenv
   import os
   
   load_dotenv()
   conn = psycopg2.connect(
       host=os.getenv('DB_HOST'),
       dbname=os.getenv('DB_NAME'),
       user=os.getenv('DB_USER'),
       password=os.getenv('DB_PASSWORD')
   )
   
   cursor = conn.cursor()
   cursor.execute("""
       SELECT
           original_path,
           file_type,
           term_code,
           imported_at
       FROM import_manifest
       WHERE file_hash = %s
   """, (file_hash,))
   
   result = cursor.fetchone()
   

4. Report duplicates

   For each duplicate found:

   DUPLICATE: filename.txt
   - SHA256: abc123...
   - Previously imported: 2025-11-10 14:32:15
   - Original path: imports/​archive/​lbhra/​2024-fall/​filename.txt
   - File type: LBHRA
   - Term: 2024-fall
   - Action: SKIP (already in database)
   

   For non-duplicates:

   NEW: filename.txt
   - SHA256: def456...
   - Not found in import_manifest
   - Action: READY FOR IMPORT
   

SQL Helper:

-- Check multiple files at once
SELECT
    file_hash,
    original_path,
    file_type,
    term_code,
    imported_at
FROM import_manifest
WHERE file_hash IN ('hash1', 'hash2', 'hash3')
ORDER BY imported_at DESC;

---

Track Status

When: Need overview of import workflow stages, checking what's queued for import.

Process:

1. Count files in each stage

   cd /​Users/​anthonybyrnes/​PycharmProjects/​Python419
   
   # Inbox
   INBOX=$(find imports/​inbox -type f 2>/​dev/​null | wc -l | tr -d ' ')
   
   # Staged by type
   LBHRA=$(find imports/​staged/​lbhra -type f 2>/​dev/​null | wc -l | tr -d ' ')
   PS_LB=$(find imports/​staged/​ps-lb -type f 2>/​dev/​null | wc -l | tr -d ' ')
   LBSR08E=$(find imports/​staged/​lbsr08e -type f 2>/​dev/​null | wc -l | tr -d ' ')
   F419=$(find imports/​staged/​419f -type f 2>/​dev/​null | wc -l | tr -d ' ')
   PROGRAM=$(find imports/​staged/​program-list -type f 2>/​dev/​null | wc -l | tr -d ' ')
   COTA=$(find imports/​staged/​cota-persistence -type f 2>/​dev/​null | wc -l | tr -d ' ')
   
   # Processing
   PROCESSING=$(find imports/​processing -type f 2>/​dev/​null | wc -l | tr -d ' ')
   
   # Archive (total)
   ARCHIVE=$(find imports/​archive -type f 2>/​dev/​null | wc -l | tr -d ' ')
   

2. Detect terms for staged files

   For each type with staged files, group by term:

   # Example: LBHRA files by term
   for file in imports/​staged/​lbhra/​*.txt; do
       # Run term detector
       TERM=$(PYTHONPATH=. python3 -c "
   from scripts.utilities.file_staging.term_detector import detect_term
   result = detect_term('$file')
   print(result.get('term_code', 'unknown'))
       ")
       echo "$file -> $TERM"
   done
   

   Count by term for display.

3. Format output

   Import Status:
   
   Inbox: 0 files
   
   Staged: 13 files ready for import
     - LBHRA (5 files):
       - 2024-fall: 2 files
       - 2025-spring: 3 files
     - PS_LB (4 files):
       - 2024-fall: 1 file
       - 2025-spring: 3 files
     - 419F (3 files):
       - 2025-spring: 3 files
     - LBSR08E (0 files)
     - Program List (0 files)
     - COTA Persistence (1 file):
       - 2024-fall: 1 file
   
   Processing: 0 files
   
   Archive: 1,247 files across 6 types
   

4. Show recent imports from manifest

   SELECT
       file_type,
       term_code,
       COUNT(*) as file_count,
       MAX(imported_at) as last_import
   FROM import_manifest
   GROUP BY file_type, term_code
   ORDER BY last_import DESC
   LIMIT 10;
   

   Display as:

   Recent Imports (from manifest):
   - LBHRA 2025-spring: 3 files (last: 2025-11-13 10:45:22)
   - PS_LB 2025-spring: 3 files (last: 2025-11-13 10:47:15)
   - 419F 2024-fall: 5 files (last: 2025-11-12 16:23:01)
   

Error Handling:

• If directories don't exist, show "0 files" (not errors)
• If database unavailable, show file counts only (skip manifest query)
• If term detection fails for a file, mark as "term: unknown"

---

Clear Processed

When: Import succeeded, files verified in database, ready to move to archive.

Process:

1. Verify files are in manifest

   SELECT
       file_hash,
       original_path,
       file_type,
       term_code
   FROM import_manifest
   WHERE original_path LIKE '%staged%'
   ORDER BY imported_at DESC;
   

   These are successfully imported files still in staging.

2. Determine archive destination

   For each file:

   • File type: LBHRA, PS_LB, etc.
   • Term code: 2024-fall, 2025-spring, etc.
   • Archive path: imports/​archive/​{type}/​{term}/

   Example:

   • File: imports/​staged/​lbhra/​LBHRA_Report_Fall2024.txt
   • Type: lbhra
   • Term: 2024-fall
   • Destination: imports/​archive/​lbhra/​2024-fall/

3. Create archive directories if needed

   mkdir -p imports/​archive/​{type}/​{term}
   

4. Move files

   mv imports/​staged/​{type}/​{filename} imports/​archive/​{type}/​{term}/
   

5. Update manifest (optional)

   If tracking archive paths:

   UPDATE import_manifest
   SET original_path = %s
   WHERE file_hash = %s;
   

6. Report results

   Cleared Processed Files:
   
   Moved to archive:
   - LBHRA (5 files):
     - 2024-fall: 2 files → imports/​archive/​lbhra/​2024-fall/
     - 2025-spring: 3 files → imports/​archive/​lbhra/​2025-spring/
   - PS_LB (4 files):
     - 2025-spring: 4 files → imports/​archive/​ps-lb/​2025-spring/
   
   Total: 9 files archived
   
   Remaining staged: 4 files
   

Safety Checks:

• NEVER move files not in manifest (risk of losing unimported data)
• Verify SHA256 matches before moving
• Confirm database has imported records (check record counts)
• Keep staging files until import verified complete

Error Handling:

• If manifest query fails, ABORT (don't move files)
• If term unknown, archive to imports/​archive/​{type}/​unknown-term/
• If move fails, log error but continue with other files
• Report any failed moves separately

---

Integration

Wraps:

• File staging system: scripts/​utilities/​file_staging/​orchestrator.py
• Term detector: scripts/​utilities/​file_staging/​term_detector.py
• Duplicate checker: scripts/​utilities/​file_staging/​duplicate_checker.py

Database:

• Table: import_manifest (SHA256 tracking)
• Connection: Uses .env credentials

Used by:

• project-status skill (shows import queue)
• Import workflows (pre-import organization)

Depends on:

• /​imports/ directory structure
• File staging system installed
• Database connection available (for duplicates)

Implementation Details

File Type Patterns:

FILE_TYPE_PATTERNS = {
    'LBHRA': r'LBHRA.*\.txt$',
    'PS_LB': r'PS_LB.*\.txt$',
    'LBSR08E': r'LBSR08E.*\.txt$',
    '419F': r'419F.*\.txt$',
    'PROGRAM_LIST': r'(?i)program.*list.*\.xlsx?$',
    'COTA_PERSISTENCE': r'(?i)(ta|ga|isa).*\.txt$',
}

Term Code Mapping:

TERM_CODES = {
    'fall': 'YYYY-fall',
    'spring': 'YYYY-spring',
    'summer': 'YYYY-summer',
    'winter': 'YYYY-winter',
}

Database Schema:

CREATE TABLE import_manifest (
    id SERIAL PRIMARY KEY,
    file_hash VARCHAR(64) UNIQUE NOT NULL,
    original_path TEXT NOT NULL,
    file_type VARCHAR(50),
    term_code VARCHAR(20),
    imported_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
    file_size BIGINT,
    record_count INTEGER
);

Usage Examples

Example 1: Stage New Files

User: "I have new import files in the inbox. Can you stage them?"

Assistant: "I'm using the managing-imports skill to stage files from inbox."

[Runs staging operation]

Output:

Staging Complete:
- Processed: 8 files
- Staged: 8 files (ready for import)
- Skipped: 0 files (no duplicates)

Staged files by type:
- LBHRA: 3 files → imports/​staged/​lbhra/
- PS_LB: 3 files → imports/​staged/​ps-lb/
- 419F: 2 files → imports/​staged/​419f/

Manifest: imports/​staged/​staging-manifest-2025-11-14-143022.json
Import plan: imports/​staged/​import-plan-2025-11-14-143022.sh

Next step: Review import plan and execute imports.

Example 2: Check Import Status

User: "What's in the import queue?"

Assistant: "I'm using the managing-imports skill to track import status."

[Runs track status operation]

Output:

Import Status:

Inbox: 0 files

Staged: 8 files ready for import
  - LBHRA (3 files):
    - 2025-spring: 3 files
  - PS_LB (3 files):
    - 2025-spring: 3 files
  - 419F (2 files):
    - 2025-spring: 2 files

Processing: 0 files

Archive: 1,255 files across 6 types

Recent Imports (from manifest):
- PS_LB 2025-spring: 3 files (last: 2025-11-14 10:15:33)
- LBHRA 2025-spring: 3 files (last: 2025-11-14 10:12:45)
- 419F 2024-fall: 5 files (last: 2025-11-13 15:22:11)

Example 3: Check for Duplicates

User: "Check if these files are duplicates before I import them."

Assistant: "I'm using the managing-imports skill to check for duplicates."

[Runs duplicate check on inbox]

Output:

Duplicate Check Results:

DUPLICATE: LBHRA_Spring2025_v2.txt
- SHA256: abc123def456...
- Previously imported: 2025-11-10 14:32:15
- Original path: imports/​archive/​lbhra/​2025-spring/​LBHRA_Spring2025.txt
- File type: LBHRA
- Term: 2025-spring
- Action: SKIP (already in database)

NEW: PS_LB_Spring2025_Updated.txt
- SHA256: 789xyz012abc...
- Not found in import_manifest
- Action: READY FOR IMPORT

Summary:
- Duplicates: 1 file (skip)
- New files: 1 file (ready to import)

Example 4: Archive Processed Files

User: "Import completed successfully. Archive the processed files."

Assistant: "I'm using the managing-imports skill to clear processed files."

[Runs clear processed operation]

Output:

Cleared Processed Files:

Moved to archive:
- LBHRA (3 files):
  - 2025-spring: 3 files → imports/​archive/​lbhra/​2025-spring/
- PS_LB (3 files):
  - 2025-spring: 3 files → imports/​archive/​ps-lb/​2025-spring/
- 419F (2 files):
  - 2025-spring: 2 files → imports/​archive/​419f/​2025-spring/

Total: 8 files archived

Remaining staged: 0 files

All staged files have been archived.

Common Mistakes

Staging without database connection:

• Problem: Can't check duplicates, might re-import files
• Fix: Always use --use-db flag when staging

Moving files before import verified:

• Problem: Lose track of files if import fails
• Fix: Only clear processed after verifying database records

Not detecting terms correctly:

• Problem: Files archived to wrong term directory
• Fix: Verify term detection output, use term detector directly if needed

Archiving files not in manifest:

• Problem: Risk losing unimported data
• Fix: Always check manifest first, never move untracked files

Red Flags

Never:

• Stage files without checking duplicates (use --use-db)
• Move files from staging without manifest verification
• Delete files from inbox (move to staged instead)
• Archive files before import completes
• Skip error handling (always check command exit codes)

Always:

• Verify database connection before duplicate checks
• Create archive directories before moving files
• Log all file operations (staging manifest tracks this)
• Report counts after each operation (files processed, staged, skipped)
• Keep import plan scripts for audit trail

Workflow Summary

1. New files arrive
   ↓
   Drop in: /​imports/​inbox/

2. Stage files (this skill)
   ↓
   Run: managing-imports → stage files
   ↓
   Result: /​imports/​staged/​{type}/

3. Execute imports (external scripts)
   ↓
   Run: Import plan scripts
   ↓
   Update: import_manifest table

4. Clear processed (this skill)
   ↓
   Run: managing-imports → clear processed
   ↓
   Result: /​imports/​archive/​{type}/​{term}/

Complete Lifecycle:

inbox → staged → processing → archive
         ↑
         └─ duplicates skipped (from import_manifest check)