KW_DB & Maangement of KW

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IGNY8 VPS (Salman)
2026-01-13 12:00:16 +00:00
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# Seed Keywords Import - Quick Reference
## ✅ Single File Import (COMPLETED)
Successfully imported **23 keywords** from `google_us_muscle-stimulator_matching-terms_2025-12-19_04-25-32.csv`
- Industry: **HealthCare Medical**
- Sector: **Physiotherapy Rehabilitation**
- Status: ✅ **COMPLETED**
## 📊 Full Import Preview (Dry-Run)
Total files discovered: **11 CSV files**
Total keywords to import: **4,347 keywords**
### Files breakdown:
1. `google_us_physical-therapy_matching-terms_2025-12-19_04-25-15.csv` - **2,500 keywords**
2. `google_us_knee-brace_matching-terms_2025-12-19_04-25-58.csv` - **490 keywords**
3. `google_us_knee-brace_matching-terms_2025-12-19_04-26-08.csv` - **490 keywords**
4. `google_us_heating-pad_matching-terms_2025-12-19_04-25-43.csv` - **268 keywords**
5. `google_us_tens-unit_matching-terms_2025-12-19_04-25-37.csv` - **249 keywords**
6. `google_us_back-brace_matching-terms_2025-12-19_04-26-43.csv` - **199 keywords**
7. `google_us_physiotherapy_related-terms_2025-12-19_04-25-01.csv` - **72 keywords**
8. `google_us_posture-corrector_matching-terms_2025-12-19_04-25-50.csv` - **30 keywords**
9. `google_us_muscle-stimulator_matching-terms_2025-12-19_04-25-32.csv` - **23 keywords** ✅ (already imported)
10. `google_us_therapy-equipment_matching-terms_2025-12-19_04-25-26.csv` - **22 keywords**
11. `google_us_rehab-equipment_matching-terms_2025-12-19_04-25-22.csv` - **4 keywords**
## 🚀 Next Steps
### Run Full Import
Since the test was successful, you can now run the full import:
```bash
docker compose -f docker-compose.app.yml exec igny8_backend \
python3 /app/scripts/import_all_seed_keywords.py \
--base-path /data/app/igny8/KW_DB
```
**Note:** This will skip the 23 keywords already imported from the muscle-stimulator file (duplicate check: keyword + country).
Expected results:
- **4,347 rows processed**
- **~4,324 keywords imported** (4,347 - 23 already imported)
- **~23 duplicates skipped** (from muscle-stimulator file)
- **0 errors** (if all goes well)
## 📍 Files Location
All import scripts are in: `/data/app/igny8/backend/scripts/`
- `import_seed_keywords_single.py` - Import single CSV file
- `import_all_seed_keywords.py` - Import all CSV files from folder structure
- `README.md` - Full documentation
## 🔍 Verification Commands
After full import, verify the data:
```bash
# Check total keywords
docker compose -f docker-compose.app.yml exec igny8_backend python3 manage.py shell -c "from igny8_core.auth.models import SeedKeyword; print(f'Total keywords: {SeedKeyword.objects.count()}')"
# Check by industry
docker compose -f docker-compose.app.yml exec igny8_backend python3 manage.py shell -c "from igny8_core.auth.models import SeedKeyword; print(f'HealthCare Medical: {SeedKeyword.objects.filter(industry__slug=\"healthcare-medical\").count()}')"
# Check by sector
docker compose -f docker-compose.app.yml exec igny8_backend python3 manage.py shell -c "from igny8_core.auth.models import SeedKeyword; print(f'Physiotherapy: {SeedKeyword.objects.filter(sector__slug=\"physiotherapy-rehabilitation\").count()}')"
```
Or check in Django admin:
- Keywords: `/admin/auth/seedkeyword/`
- Industries: `/admin/auth/industry/`
- Sectors: `/admin/auth/industrysector/`
## 🎯 Key Features
**Automatic Industry/Sector Creation** - Creates from folder names
**Duplicate Detection** - keyword + country (case-insensitive)
**Transaction Safety** - All imports in transactions
**Dry-Run Mode** - Preview before import
**Detailed Statistics** - Import counts and errors
**Error Handling** - Skips invalid rows gracefully
**Verbose Logging** - Optional detailed progress
## 📚 Documentation
Full documentation: `/data/app/igny8/backend/scripts/README.md`

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# IGNY8 Seed Keywords Import Scripts
This folder contains scripts for importing seed keywords from the KW_DB folder structure into the IGNY8 global keywords database.
## 📁 Folder Structure
```
/data/app/igny8/KW_DB/
{Industry}/ # e.g., HealthCare_Medical
{Sector}/ # e.g., Physiotherapy_Rehabilitation
*.csv # Keyword CSV files
```
## 🔧 Available Scripts
### 1. `import_seed_keywords_single.py`
Import keywords from a **single CSV file** (for testing).
**Usage:**
```bash
# Dry run (preview only)
docker compose -f docker-compose.app.yml exec igny8_backend \
python3 /app/scripts/import_seed_keywords_single.py \
--csv /data/app/igny8/KW_DB/HealthCare_Medical/Physiotherapy_Rehabilitation/google_us_muscle-stimulator_matching-terms_2025-12-19_04-25-32.csv \
--industry "HealthCare Medical" \
--sector "Physiotherapy Rehabilitation" \
--dry-run --verbose
# Actual import
docker compose -f docker-compose.app.yml exec igny8_backend \
python3 /app/scripts/import_seed_keywords_single.py \
--csv /data/app/igny8/KW_DB/HealthCare_Medical/Physiotherapy_Rehabilitation/google_us_muscle-stimulator_matching-terms_2025-12-19_04-25-32.csv \
--industry "HealthCare Medical" \
--sector "Physiotherapy Rehabilitation"
```
**Options:**
- `--csv` - Path to CSV file (required)
- `--industry` - Industry name (required)
- `--sector` - Sector name (required)
- `--dry-run` - Preview without saving to database
- `--verbose` - Show detailed progress for each keyword
---
### 2. `import_all_seed_keywords.py`
Import keywords from **all CSV files** in the KW_DB folder structure.
**Usage:**
```bash
# Dry run (preview all imports)
docker compose -f docker-compose.app.yml exec igny8_backend \
python3 /app/scripts/import_all_seed_keywords.py \
--base-path /data/app/igny8/KW_DB \
--dry-run
# Actual import
docker compose -f docker-compose.app.yml exec igny8_backend \
python3 /app/scripts/import_all_seed_keywords.py \
--base-path /data/app/igny8/KW_DB
```
**Options:**
- `--base-path` - Base path to KW_DB folder (default: /data/app/igny8/KW_DB)
- `--dry-run` - Preview without saving to database
- `--verbose` - Show detailed progress for each keyword
---
## 📊 CSV File Format
Expected CSV columns:
- **Keyword** (required) - The keyword text
- **Country** (optional) - Country code (default: US)
- **Volume** (optional) - Search volume (default: 0)
- **Difficulty** (optional) - Keyword difficulty 0-100 (default: 0)
- **CPC** (ignored) - Not imported
- **Parent Keyword** (ignored) - Not imported
Example:
```csv
Keyword,Country,Volume,Difficulty,CPC,Parent Keyword
physical therapy,us,12000,45,3.20,
tens unit,us,5000,32,2.50,physical therapy
```
---
## 🔍 Duplicate Handling
**Duplicate Check:** `keyword + country` (case-insensitive) within same industry+sector
- If a keyword with the same country already exists in the same industry+sector → **SKIPS import**
- Example: "physical therapy [US]" in "HealthCare Medical > Physiotherapy Rehabilitation" will be skipped if already exists
---
## 🗄️ Database Models
### Industry
- `name` - Industry name (e.g., "HealthCare Medical")
- `slug` - URL-friendly slug (e.g., "healthcare-medical")
- `is_active` - Active status (default: True)
### IndustrySector
- `name` - Sector name (e.g., "Physiotherapy Rehabilitation")
- `slug` - URL-friendly slug (e.g., "physiotherapy-rehabilitation")
- `industry` - Foreign key to Industry
- `is_active` - Active status (default: True)
### SeedKeyword
- `keyword` - Keyword text
- `industry` - Foreign key to Industry
- `sector` - Foreign key to IndustrySector
- `country` - Country code (e.g., "US")
- `volume` - Search volume
- `difficulty` - Keyword difficulty (0-100)
- `is_active` - Active status (default: True)
**Unique Constraint:** `keyword + industry + sector` (at model level)
**Script Duplicate Check:** `keyword + country + industry + sector` (stricter than model)
---
## ✅ Verification
After import, verify the data:
```bash
# Check counts in Django shell
docker compose -f docker-compose.app.yml exec igny8_backend python3 manage.py shell
>>> from igny8_core.auth.models import Industry, IndustrySector, SeedKeyword
>>> Industry.objects.count()
>>> IndustrySector.objects.count()
>>> SeedKeyword.objects.count()
>>> SeedKeyword.objects.filter(industry__name="HealthCare Medical").count()
```
Or check in Django admin:
- Industries: `/admin/auth/industry/`
- Sectors: `/admin/auth/industrysector/`
- Keywords: `/admin/auth/seedkeyword/`
---
## 🐛 Troubleshooting
### Issue: "ModuleNotFoundError: No module named 'igny8_core'"
**Solution:** Script must run inside Docker container:
```bash
docker compose -f docker-compose.app.yml exec igny8_backend python3 /app/scripts/...
```
### Issue: "CSV file not found"
**Solution:** Use full path inside container: `/data/app/igny8/KW_DB/...`
### Issue: Keywords not importing (showing as duplicates)
**Solution:** Check if keywords already exist:
```bash
docker compose -f docker-compose.app.yml exec igny8_backend python3 manage.py shell
>>> from igny8_core.auth.models import SeedKeyword
>>> SeedKeyword.objects.filter(keyword__iexact="physical therapy", country="US")
```
### Issue: Want to re-import after cleaning database
**Solution:** Delete existing keywords first:
```bash
docker compose -f docker-compose.app.yml exec igny8_backend python3 manage.py shell
>>> from igny8_core.auth.models import SeedKeyword
>>> SeedKeyword.objects.all().delete() # Delete all keywords
>>> SeedKeyword.objects.filter(industry__slug="healthcare-medical").delete() # Delete specific industry
```
---
## 📈 Import Statistics
The scripts provide detailed statistics:
- Total rows processed
- Keywords imported successfully
- Duplicates skipped (keyword + country)
- Invalid rows skipped (empty keywords, bad data)
- Errors encountered
- Industries/Sectors created
Example output:
```
======================================================================
IMPORT SUMMARY
======================================================================
Total rows processed: 4,523
✓ Imported: 4,201
⊘ Skipped (duplicate): 280
⊘ Skipped (invalid): 37
✗ Errors: 5
======================================================================
```
---
## 🚀 Quick Start Guide
1. **Test with single file first:**
```bash
docker compose -f docker-compose.app.yml exec igny8_backend \
python3 /app/scripts/import_seed_keywords_single.py \
--csv /data/app/igny8/KW_DB/HealthCare_Medical/Physiotherapy_Rehabilitation/google_us_muscle-stimulator_matching-terms_2025-12-19_04-25-32.csv \
--industry "HealthCare Medical" \
--sector "Physiotherapy Rehabilitation" \
--dry-run
```
2. **If successful, remove `--dry-run` and run actual import:**
```bash
docker compose -f docker-compose.app.yml exec igny8_backend \
python3 /app/scripts/import_seed_keywords_single.py \
--csv /data/app/igny8/KW_DB/HealthCare_Medical/Physiotherapy_Rehabilitation/google_us_muscle-stimulator_matching-terms_2025-12-19_04-25-32.csv \
--industry "HealthCare Medical" \
--sector "Physiotherapy Rehabilitation"
```
3. **Verify in Django admin:** `/admin/auth/seedkeyword/`
4. **Import all files:**
```bash
docker compose -f docker-compose.app.yml exec igny8_backend \
python3 /app/scripts/import_all_seed_keywords.py \
--base-path /data/app/igny8/KW_DB \
--dry-run
```
5. **If successful, run actual bulk import:**
```bash
docker compose -f docker-compose.app.yml exec igny8_backend \
python3 /app/scripts/import_all_seed_keywords.py \
--base-path /data/app/igny8/KW_DB
```
---
## 📝 Notes
- Scripts automatically create Industries and Sectors if they don't exist
- Folder names are converted to display names (underscores → spaces)
- Slugs are auto-generated from names
- All imports happen within transactions for data integrity
- Dry-run mode uses transaction rollback (no database changes)
- Empty or invalid CSV rows are skipped with warnings
---
## 🔗 Related Documentation
- [Database Models](/docs/90-REFERENCE/MODELS.md)
- [Django Admin Access](/docs/90-REFERENCE/DJANGO-ADMIN-ACCESS-GUIDE.md)
- [System Architecture](/docs/00-SYSTEM/ARCHITECTURE.md)
---
**Author:** IGNY8 Team
**Created:** January 13, 2026
**Last Updated:** January 13, 2026

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#!/usr/bin/env python3
"""
Import All Seed Keywords from KW_DB Folder Structure
This script automatically scans the KW_DB folder structure and imports all CSV files.
It extracts Industry and Sector from folder names and imports keywords with duplicate checking.
FOLDER STRUCTURE EXPECTED:
/data/app/igny8/KW_DB/
{Industry}/
{Sector}/
*.csv files
DUPLICATE HANDLING:
- Checks: keyword + country (case-insensitive)
- If duplicate exists in same industry+sector: SKIPS import
Usage:
# Dry run (preview all imports)
docker compose -f docker-compose.app.yml exec igny8_backend \\
python3 /app/scripts/import_all_seed_keywords.py \\
--base-path /data/app/igny8/KW_DB \\
--dry-run --verbose
# Actual import
docker compose -f docker-compose.app.yml exec igny8_backend \\
python3 /app/scripts/import_all_seed_keywords.py \\
--base-path /data/app/igny8/KW_DB
Author: IGNY8 Team
Date: January 13, 2026
"""
import os
import sys
import csv
import argparse
import django
from pathlib import Path
# Change to app directory for Django imports
sys.path.insert(0, '/app')
os.chdir('/app')
# Setup Django
os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'igny8_core.settings')
django.setup()
from django.utils.text import slugify
from django.db import transaction
from igny8_core.auth.models import Industry, IndustrySector, SeedKeyword
class BulkKeywordImporter:
"""Import keywords from entire folder structure"""
def __init__(self, base_path, dry_run=False, verbose=False):
self.base_path = Path(base_path)
self.dry_run = dry_run
self.verbose = verbose
self.global_stats = {
'total_files': 0,
'total_processed': 0,
'total_imported': 0,
'total_skipped_duplicate': 0,
'total_skipped_invalid': 0,
'total_errors': 0,
'industries_created': 0,
'sectors_created': 0
}
self.file_stats = []
def log(self, message, force=False):
"""Print message if verbose or forced"""
if self.verbose or force:
print(message)
def get_or_create_industry(self, name):
"""Get or create Industry record"""
slug = slugify(name)
if self.dry_run:
self.log(f"[DRY RUN] Would get/create Industry: {name} (slug: {slug})")
class MockIndustry:
def __init__(self):
self.id = 0
self.name = name
self.slug = slug
return MockIndustry(), False
industry, created = Industry.objects.get_or_create(
slug=slug,
defaults={
'name': name,
'is_active': True,
'description': f'Auto-imported from KW_DB'
}
)
if created:
self.log(f"✓ Created Industry: {name}", force=True)
self.global_stats['industries_created'] += 1
else:
self.log(f"✓ Found existing Industry: {name}")
return industry, created
def get_or_create_sector(self, industry, name):
"""Get or create IndustrySector record"""
slug = slugify(name)
if self.dry_run:
self.log(f"[DRY RUN] Would get/create Sector: {name} (slug: {slug})")
class MockSector:
def __init__(self):
self.id = 0
self.name = name
self.slug = slug
return MockSector(), False
sector, created = IndustrySector.objects.get_or_create(
industry=industry,
slug=slug,
defaults={
'name': name,
'is_active': True,
'description': f'Auto-imported from KW_DB'
}
)
if created:
self.log(f" ✓ Created Sector: {name}", force=True)
self.global_stats['sectors_created'] += 1
else:
self.log(f" ✓ Found existing Sector: {name}")
return sector, created
def is_duplicate(self, keyword, country, industry, sector):
"""
Check if keyword already exists with same country in this industry+sector.
Duplicate check: keyword + country (case-insensitive)
"""
if self.dry_run:
return False # Skip duplicate check in dry run
exists = SeedKeyword.objects.filter(
keyword__iexact=keyword,
country=country,
industry=industry,
sector=sector
).exists()
return exists
def parse_csv_row(self, row):
"""Parse CSV row and extract keyword data"""
try:
keyword = row.get('Keyword', '').strip()
if not keyword:
return None
# Parse country (default to US)
country_raw = row.get('Country', 'us').strip().upper()
if not country_raw:
country_raw = 'US'
# Parse volume (default to 0)
volume_raw = row.get('Volume', '0').strip()
try:
volume = int(volume_raw) if volume_raw else 0
except (ValueError, TypeError):
volume = 0
# Parse difficulty (default to 0, clamp to 0-100)
difficulty_raw = row.get('Difficulty', '0').strip()
try:
difficulty = int(difficulty_raw) if difficulty_raw else 0
difficulty = max(0, min(100, difficulty)) # Clamp to 0-100
except (ValueError, TypeError):
difficulty = 0
return {
'keyword': keyword,
'country': country_raw,
'volume': volume,
'difficulty': difficulty
}
except Exception as e:
self.log(f" ⚠ Error parsing row: {e}")
return None
def import_csv_file(self, csv_path, industry, sector):
"""Import keywords from single CSV file"""
file_stats = {
'file': csv_path.name,
'processed': 0,
'imported': 0,
'skipped_duplicate': 0,
'skipped_invalid': 0,
'errors': 0
}
try:
with open(csv_path, 'r', encoding='utf-8') as f:
reader = csv.DictReader(f)
for row in reader:
file_stats['processed'] += 1
self.global_stats['total_processed'] += 1
keyword_data = self.parse_csv_row(row)
if not keyword_data:
file_stats['skipped_invalid'] += 1
self.global_stats['total_skipped_invalid'] += 1
continue
keyword = keyword_data['keyword']
country = keyword_data['country']
volume = keyword_data['volume']
difficulty = keyword_data['difficulty']
# Check for duplicate (keyword + country)
if self.is_duplicate(keyword, country, industry, sector):
self.log(f" ⊘ SKIP (duplicate): {keyword} [{country}]")
file_stats['skipped_duplicate'] += 1
self.global_stats['total_skipped_duplicate'] += 1
continue
if self.dry_run:
self.log(f" [DRY RUN] Would import: {keyword} [{country}] (vol:{volume}, diff:{difficulty})")
else:
# Create keyword
SeedKeyword.objects.create(
keyword=keyword,
industry=industry,
sector=sector,
volume=volume,
difficulty=difficulty,
country=country,
is_active=True
)
self.log(f" ✓ Imported: {keyword} [{country}]")
file_stats['imported'] += 1
self.global_stats['total_imported'] += 1
except Exception as e:
self.log(f" ❌ Error processing file: {e}", force=True)
file_stats['errors'] += 1
self.global_stats['total_errors'] += 1
return file_stats
def scan_and_import(self):
"""Scan folder structure and import all CSV files"""
if not self.base_path.exists():
print(f"❌ ERROR: Base path not found: {self.base_path}")
return False
print(f"\n{'='*70}")
print(f"BULK IMPORT: ALL SEED KEYWORDS FROM KW_DB")
print(f"{'='*70}")
print(f"Base Path: {self.base_path}")
if self.dry_run:
print("Mode: DRY RUN (no database changes)")
print(f"{'='*70}\n")
# Scan directory structure: Industry / Sector / *.csv
for industry_dir in sorted(self.base_path.iterdir()):
if not industry_dir.is_dir():
continue
industry_name = industry_dir.name.replace('_', ' ')
print(f"\n📁 Industry: {industry_name}")
print(f"{''*70}")
industry, _ = self.get_or_create_industry(industry_name)
for sector_dir in sorted(industry_dir.iterdir()):
if not sector_dir.is_dir():
continue
sector_name = sector_dir.name.replace('_', ' ')
print(f"\n 📂 Sector: {sector_name}")
sector, _ = self.get_or_create_sector(industry, sector_name)
# Find all CSV files
csv_files = list(sector_dir.glob('*.csv'))
if not csv_files:
print(f" ⚠ No CSV files found")
continue
print(f" Found {len(csv_files)} CSV files")
# Import each CSV file
with transaction.atomic():
for csv_file in sorted(csv_files):
self.global_stats['total_files'] += 1
print(f"\n 📄 {csv_file.name}")
file_stats = self.import_csv_file(csv_file, industry, sector)
self.file_stats.append(file_stats)
print(f"{file_stats['imported']} imported, "
f"{file_stats['skipped_duplicate']} duplicates, "
f"{file_stats['skipped_invalid']} invalid")
# Rollback in dry run mode
if self.dry_run:
transaction.set_rollback(True)
# Print summary
print(f"\n\n{'='*70}")
print(f"GLOBAL IMPORT SUMMARY")
print(f"{'='*70}")
print(f"Total CSV files: {self.global_stats['total_files']}")
print(f"Industries created: {self.global_stats['industries_created']}")
print(f"Sectors created: {self.global_stats['sectors_created']}")
print(f"─────────────────────────────────────────────────────────────────────")
print(f"Total rows processed: {self.global_stats['total_processed']}")
print(f"✓ Total imported: {self.global_stats['total_imported']}")
print(f"⊘ Skipped (duplicate): {self.global_stats['total_skipped_duplicate']}")
print(f"⊘ Skipped (invalid): {self.global_stats['total_skipped_invalid']}")
print(f"✗ Total errors: {self.global_stats['total_errors']}")
print(f"{'='*70}\n")
if self.dry_run:
print(" This was a DRY RUN - no data was saved to database")
print("Remove --dry-run flag to perform actual import\n")
else:
print("✓ Import completed successfully!")
print(f"✓ Check Django admin: /admin/auth/seedkeyword/\n")
return True
def main():
parser = argparse.ArgumentParser(
description='Import all seed keywords from KW_DB folder structure',
formatter_class=argparse.RawDescriptionHelpFormatter,
epilog="""
Examples:
# Dry run (preview all imports)
docker compose -f docker-compose.app.yml exec igny8_backend \\
python3 /app/scripts/import_all_seed_keywords.py \\
--base-path /data/app/igny8/KW_DB \\
--dry-run --verbose
# Actual import
docker compose -f docker-compose.app.yml exec igny8_backend \\
python3 /app/scripts/import_all_seed_keywords.py \\
--base-path /data/app/igny8/KW_DB
Folder Structure Expected:
/data/app/igny8/KW_DB/
HealthCare_Medical/
Physiotherapy_Rehabilitation/
google_us_physical-therapy*.csv
google_us_muscle-stimulator*.csv
...
"""
)
parser.add_argument('--base-path', default='/data/app/igny8/KW_DB',
help='Base path to KW_DB folder (default: /data/app/igny8/KW_DB)')
parser.add_argument('--dry-run', action='store_true',
help='Preview without saving to database')
parser.add_argument('--verbose', action='store_true',
help='Show detailed progress for each keyword')
args = parser.parse_args()
# Create importer and run
importer = BulkKeywordImporter(args.base_path, dry_run=args.dry_run, verbose=args.verbose)
success = importer.scan_and_import()
sys.exit(0 if success else 1)
if __name__ == '__main__':
main()

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#!/usr/bin/env python3
"""
Import Seed Keywords from Single CSV File
This script imports keywords from a single CSV file into the IGNY8 global keywords database.
Use this for testing before running full import.
DUPLICATE HANDLING:
- Checks: keyword + country (case-insensitive)
- If duplicate exists in same industry+sector: SKIPS import
Usage:
docker compose -f docker-compose.app.yml exec igny8_backend \\
python3 /app/scripts/import_seed_keywords_single.py \\
--csv /app/../KW_DB/HealthCare_Medical/Physiotherapy_Rehabilitation/google_us_physical-therapy_matching-terms_2025-12-19_04-25-15.csv \\
--industry "HealthCare Medical" \\
--sector "Physiotherapy Rehabilitation" \\
--dry-run
Author: IGNY8 Team
Date: January 13, 2026
"""
import os
import sys
import csv
import argparse
import django
from pathlib import Path
# Change to app directory for Django imports
sys.path.insert(0, '/app')
os.chdir('/app')
# Setup Django
os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'igny8_core.settings')
django.setup()
from django.utils.text import slugify
from django.db import transaction
from igny8_core.auth.models import Industry, IndustrySector, SeedKeyword
class KeywordImporter:
"""Import keywords from CSV into database"""
def __init__(self, dry_run=False, verbose=False):
self.dry_run = dry_run
self.verbose = verbose
self.stats = {
'processed': 0,
'imported': 0,
'skipped_duplicate': 0,
'skipped_invalid': 0,
'errors': 0
}
def log(self, message, force=False):
"""Print message if verbose or forced"""
if self.verbose or force:
print(message)
def get_or_create_industry(self, name):
"""Get or create Industry record"""
slug = slugify(name)
if self.dry_run:
self.log(f"[DRY RUN] Would get/create Industry: {name} (slug: {slug})")
# Return a mock object for dry run
class MockIndustry:
def __init__(self):
self.id = 0
self.name = name
self.slug = slug
return MockIndustry(), False
industry, created = Industry.objects.get_or_create(
slug=slug,
defaults={
'name': name,
'is_active': True,
'description': f'Auto-imported from KW_DB'
}
)
if created:
self.log(f"✓ Created Industry: {name}", force=True)
else:
self.log(f"✓ Found existing Industry: {name}")
return industry, created
def get_or_create_sector(self, industry, name):
"""Get or create IndustrySector record"""
slug = slugify(name)
if self.dry_run:
self.log(f"[DRY RUN] Would get/create Sector: {name} (slug: {slug})")
class MockSector:
def __init__(self):
self.id = 0
self.name = name
self.slug = slug
return MockSector(), False
sector, created = IndustrySector.objects.get_or_create(
industry=industry,
slug=slug,
defaults={
'name': name,
'is_active': True,
'description': f'Auto-imported from KW_DB'
}
)
if created:
self.log(f" ✓ Created Sector: {name}", force=True)
else:
self.log(f" ✓ Found existing Sector: {name}")
return sector, created
def is_duplicate(self, keyword, country, industry, sector):
"""
Check if keyword already exists with same country in this industry+sector.
Duplicate check: keyword + country (case-insensitive)
"""
if self.dry_run:
return False # Skip duplicate check in dry run
exists = SeedKeyword.objects.filter(
keyword__iexact=keyword,
country=country,
industry=industry,
sector=sector
).exists()
return exists
def import_keyword(self, keyword_data, industry, sector):
"""Import single keyword record"""
keyword = keyword_data['keyword']
country = keyword_data['country']
volume = keyword_data['volume']
difficulty = keyword_data['difficulty']
# Check for duplicate (keyword + country)
if self.is_duplicate(keyword, country, industry, sector):
self.log(f" ⊘ SKIP (duplicate): {keyword} [{country}]")
self.stats['skipped_duplicate'] += 1
return False
if self.dry_run:
self.log(f" [DRY RUN] Would import: {keyword} [{country}] (vol:{volume}, diff:{difficulty})")
return True
# Create keyword
SeedKeyword.objects.create(
keyword=keyword,
industry=industry,
sector=sector,
volume=volume,
difficulty=difficulty,
country=country,
is_active=True
)
self.log(f" ✓ Imported: {keyword} [{country}] (vol:{volume}, diff:{difficulty})")
return True
def parse_csv_row(self, row):
"""Parse CSV row and extract keyword data"""
try:
keyword = row.get('Keyword', '').strip()
if not keyword:
return None
# Parse country (default to US)
country_raw = row.get('Country', 'us').strip().upper()
if not country_raw:
country_raw = 'US'
# Parse volume (default to 0)
volume_raw = row.get('Volume', '0').strip()
try:
volume = int(volume_raw) if volume_raw else 0
except (ValueError, TypeError):
volume = 0
# Parse difficulty (default to 0, clamp to 0-100)
difficulty_raw = row.get('Difficulty', '0').strip()
try:
difficulty = int(difficulty_raw) if difficulty_raw else 0
difficulty = max(0, min(100, difficulty)) # Clamp to 0-100
except (ValueError, TypeError):
difficulty = 0
return {
'keyword': keyword,
'country': country_raw,
'volume': volume,
'difficulty': difficulty
}
except Exception as e:
self.log(f" ⚠ Error parsing row: {e}")
return None
def import_csv(self, csv_path, industry_name, sector_name):
"""Import keywords from CSV file"""
csv_path = Path(csv_path)
if not csv_path.exists():
print(f"❌ ERROR: CSV file not found: {csv_path}")
return False
print(f"\n{'='*70}")
print(f"IMPORTING SEED KEYWORDS FROM CSV")
print(f"{'='*70}")
print(f"File: {csv_path.name}")
print(f"Industry: {industry_name}")
print(f"Sector: {sector_name}")
if self.dry_run:
print("Mode: DRY RUN (no database changes)")
print(f"{'='*70}\n")
# Get or create Industry and Sector
industry, _ = self.get_or_create_industry(industry_name)
sector, _ = self.get_or_create_sector(industry, sector_name)
# Read and import CSV
print(f"Processing keywords...\n")
try:
with transaction.atomic():
with open(csv_path, 'r', encoding='utf-8') as f:
reader = csv.DictReader(f)
for row in reader:
self.stats['processed'] += 1
keyword_data = self.parse_csv_row(row)
if not keyword_data:
self.stats['skipped_invalid'] += 1
continue
if self.import_keyword(keyword_data, industry, sector):
self.stats['imported'] += 1
# Rollback in dry run mode
if self.dry_run:
transaction.set_rollback(True)
except Exception as e:
print(f"\n❌ ERROR: {e}")
import traceback
traceback.print_exc()
self.stats['errors'] += 1
return False
# Print summary
print(f"\n{'='*70}")
print(f"IMPORT SUMMARY")
print(f"{'='*70}")
print(f"Total rows processed: {self.stats['processed']}")
print(f"✓ Imported: {self.stats['imported']}")
print(f"⊘ Skipped (duplicate): {self.stats['skipped_duplicate']}")
print(f"⊘ Skipped (invalid): {self.stats['skipped_invalid']}")
print(f"✗ Errors: {self.stats['errors']}")
print(f"{'='*70}\n")
if self.dry_run:
print(" This was a DRY RUN - no data was saved to database")
print("Remove --dry-run flag to perform actual import\n")
else:
print("✓ Import completed successfully!")
print(f"✓ Check Django admin: /admin/auth/seedkeyword/\n")
return True
def main():
parser = argparse.ArgumentParser(
description='Import seed keywords from single CSV file (with duplicate check: keyword+country)',
formatter_class=argparse.RawDescriptionHelpFormatter,
epilog="""
Examples:
# Dry run (preview only)
docker compose -f docker-compose.app.yml exec igny8_backend \\
python3 /app/scripts/import_seed_keywords_single.py \\
--csv /app/../KW_DB/HealthCare_Medical/Physiotherapy_Rehabilitation/google_us_muscle-stimulator_matching-terms_2025-12-19_04-25-32.csv \\
--industry "HealthCare Medical" \\
--sector "Physiotherapy Rehabilitation" \\
--dry-run --verbose
# Actual import
docker compose -f docker-compose.app.yml exec igny8_backend \\
python3 /app/scripts/import_seed_keywords_single.py \\
--csv /app/../KW_DB/HealthCare_Medical/Physiotherapy_Rehabilitation/google_us_muscle-stimulator_matching-terms_2025-12-19_04-25-32.csv \\
--industry "HealthCare Medical" \\
--sector "Physiotherapy Rehabilitation"
"""
)
parser.add_argument('--csv', required=True, help='Path to CSV file')
parser.add_argument('--industry', required=True, help='Industry name')
parser.add_argument('--sector', required=True, help='Sector name')
parser.add_argument('--dry-run', action='store_true', help='Preview without saving to database')
parser.add_argument('--verbose', action='store_true', help='Show detailed progress')
args = parser.parse_args()
# Create importer and run
importer = KeywordImporter(dry_run=args.dry_run, verbose=args.verbose)
success = importer.import_csv(args.csv, args.industry, args.sector)
sys.exit(0 if success else 1)
if __name__ == '__main__':
main()