Refactor keyword handling: Replace 'intent' with 'country' across backend and frontend

- Updated AutomationService to include estimated_word_count.
- Increased stage_1_batch_size from 20 to 50 in AutomationViewSet.
- Changed Keywords model to replace 'intent' property with 'country'.
- Adjusted ClusteringService to allow a maximum of 50 keywords for clustering.
- Modified admin and management commands to remove 'intent' and use 'country' instead.
- Updated serializers to reflect the change from 'intent' to 'country'.
- Adjusted views and filters to use 'country' instead of 'intent'.
- Updated frontend forms, filters, and pages to replace 'intent' with 'country'.
- Added migration to remove 'intent' field and add 'country' field to SeedKeyword model.

backend/igny8_core/auth/admin.py

@@ -548,18 +548,18 @@ class IndustrySectorAdmin(Igny8ModelAdmin):
 @admin.register(SeedKeyword)
 class SeedKeywordAdmin(Igny8ModelAdmin):
     """SeedKeyword admin - Global reference data, no account filtering"""
-    list_display = ['keyword', 'industry', 'sector', 'volume', 'difficulty', 'intent', 'is_active', 'created_at']
-    list_filter = ['is_active', 'industry', 'sector', 'intent']
+    list_display = ['keyword', 'industry', 'sector', 'volume', 'difficulty', 'country', 'is_active', 'created_at']
+    list_filter = ['is_active', 'industry', 'sector', 'country']
     search_fields = ['keyword']
     readonly_fields = ['created_at', 'updated_at']
     actions = ['delete_selected']  # Enable bulk delete
     
     fieldsets = (
         ('Keyword Info', {
-            'fields': ('keyword', 'industry', 'sector', 'is_active')
+            'fields': ('keyword', 'industry', 'sector', 'country', 'is_active')
         }),
         ('SEO Metrics', {
-            'fields': ('volume', 'difficulty', 'intent')
+            'fields': ('volume', 'difficulty')
         }),
         ('Timestamps', {
             'fields': ('created_at', 'updated_at')

backend/igny8_core/auth/migrations/0018_add_country_remove_intent_seedkeyword.py

@@ -0,0 +1,30 @@
+# Generated by Django 5.2.9 on 2025-12-17 06:04
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('igny8_core_auth', '0017_add_history_tracking'),
+    ]
+
+    operations = [
+        migrations.RemoveIndex(
+            model_name='seedkeyword',
+            name='igny8_seed__intent_15020d_idx',
+        ),
+        migrations.RemoveField(
+            model_name='seedkeyword',
+            name='intent',
+        ),
+        migrations.AddField(
+            model_name='seedkeyword',
+            name='country',
+            field=models.CharField(choices=[('US', 'United States'), ('CA', 'Canada'), ('GB', 'United Kingdom'), ('AE', 'United Arab Emirates'), ('AU', 'Australia'), ('IN', 'India'), ('PK', 'Pakistan')], default='US', help_text='Target country for this keyword', max_length=2),
+        ),
+        migrations.AddIndex(
+            model_name='seedkeyword',
+            index=models.Index(fields=['country'], name='igny8_seed__country_4127a5_idx'),
+        ),
+    ]

backend/igny8_core/auth/models.py

@@ -517,11 +517,14 @@ class SeedKeyword(models.Model):
     These are canonical keywords that can be imported into account-specific Keywords.
     Non-deletable global reference data.
     """
-    INTENT_CHOICES = [
-        ('informational', 'Informational'),
-        ('navigational', 'Navigational'),
-        ('commercial', 'Commercial'),
-        ('transactional', 'Transactional'),
+    COUNTRY_CHOICES = [
+        ('US', 'United States'),
+        ('CA', 'Canada'),
+        ('GB', 'United Kingdom'),
+        ('AE', 'United Arab Emirates'),
+        ('AU', 'Australia'),
+        ('IN', 'India'),
+        ('PK', 'Pakistan'),
     ]
     
     keyword = models.CharField(max_length=255, db_index=True)
@@ -533,7 +536,7 @@ class SeedKeyword(models.Model):
         validators=[MinValueValidator(0), MaxValueValidator(100)],
         help_text='Keyword difficulty (0-100)'
     )
-    intent = models.CharField(max_length=50, choices=INTENT_CHOICES, default='informational')
+    country = models.CharField(max_length=2, choices=COUNTRY_CHOICES, default='US', help_text='Target country for this keyword')
     is_active = models.BooleanField(default=True, db_index=True)
     created_at = models.DateTimeField(auto_now_add=True)
     updated_at = models.DateTimeField(auto_now=True)
@@ -547,7 +550,7 @@ class SeedKeyword(models.Model):
             models.Index(fields=['keyword']),
             models.Index(fields=['industry', 'sector']),
             models.Index(fields=['industry', 'sector', 'is_active']),
-            models.Index(fields=['intent']),
+            models.Index(fields=['country']),
         ]
         ordering = ['keyword']
     

backend/igny8_core/auth/serializers.py

@@ -524,14 +524,14 @@ class SeedKeywordSerializer(serializers.ModelSerializer):
     industry_slug = serializers.CharField(source='industry.slug', read_only=True)
     sector_name = serializers.CharField(source='sector.name', read_only=True)
     sector_slug = serializers.CharField(source='sector.slug', read_only=True)
-    intent_display = serializers.CharField(source='get_intent_display', read_only=True)
+    country_display = serializers.CharField(source='get_country_display', read_only=True)
     
     class Meta:
         model = SeedKeyword
         fields = [
             'id', 'keyword', 'industry', 'industry_name', 'industry_slug',
             'sector', 'sector_name', 'sector_slug',
-            'volume', 'difficulty', 'intent', 'intent_display',
+            'volume', 'difficulty', 'country', 'country_display',
             'is_active', 'created_at', 'updated_at'
         ]
         read_only_fields = ['created_at', 'updated_at']

backend/igny8_core/auth/views.py

@@ -839,7 +839,7 @@ class SeedKeywordViewSet(viewsets.ReadOnlyModelViewSet):
     search_fields = ['keyword']
     ordering_fields = ['keyword', 'volume', 'difficulty', 'created_at']
     ordering = ['keyword']
-    filterset_fields = ['industry', 'sector', 'intent', 'is_active']
+    filterset_fields = ['industry', 'sector', 'country', 'is_active']
     
     def retrieve(self, request, *args, **kwargs):
         """Override retrieve to return unified format"""
@@ -877,7 +877,7 @@ class SeedKeywordViewSet(viewsets.ReadOnlyModelViewSet):
     def import_seed_keywords(self, request):
         """
         Import seed keywords from CSV (Admin/Superuser only).
-        Expected columns: keyword, industry_name, sector_name, volume, difficulty, intent
+        Expected columns: keyword, industry_name, sector_name, volume, difficulty, country
         """
         import csv
         from django.db import transaction
@@ -960,7 +960,7 @@ class SeedKeywordViewSet(viewsets.ReadOnlyModelViewSet):
                             sector=sector,
                             volume=int(row.get('volume', 0) or 0),
                             difficulty=int(row.get('difficulty', 0) or 0),
-                            intent=row.get('intent', 'informational') or 'informational',
+                            country=row.get('country', 'US') or 'US',
                             is_active=True
                         )
                         imported_count += 1
@@ -1487,9 +1487,9 @@ def seedkeyword_csv_template(request):
     response['Content-Disposition'] = 'attachment; filename="seedkeyword_template.csv"'
     
     writer = csv.writer(response)
-    writer.writerow(['keyword', 'industry', 'sector', 'volume', 'difficulty', 'intent', 'is_active'])
-    writer.writerow(['python programming', 'Technology', 'Software Development', '10000', '45', 'Informational', 'true'])
-    writer.writerow(['medical software', 'Healthcare', 'Healthcare IT', '5000', '60', 'Commercial', 'true'])
+    writer.writerow(['keyword', 'industry', 'sector', 'volume', 'difficulty', 'country', 'is_active'])
+    writer.writerow(['python programming', 'Technology', 'Software Development', '10000', '45', 'US', 'true'])
+    writer.writerow(['medical software', 'Healthcare', 'Healthcare IT', '5000', '60', 'CA', 'true'])
     
     return response
 
@@ -1534,7 +1534,7 @@ def seedkeyword_csv_import(request):
                 defaults={
                     'volume': int(row.get('volume', 0)),
                     'difficulty': int(row.get('difficulty', 0)),
-                    'intent': row.get('intent', 'Informational'),
+                    'country': row.get('country', 'US'),
                     'is_active': is_active
                 }
             )