diff --git a/Care/Encounter/encounterclass_pallium.md b/Care/Encounter/encounterclass_pallium.md
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+# Encounter Class
+
+> Analyze the distribution of encounter types across the organization
+
+## Purpose
+
+Track and analyze the types of encounters recorded in the system, including count of encounters by class. Helps monitor encounter patterns and utilization across the care team.
+
+## Parameters
+
+| Parameter | Type | Description | Example |
+|-----------|------|-------------|---------|
+| `created_date` | DATE | Filter by encounter creation date range | `2025-12-01 TO 2025-12-31` |
+| `patient_name` | TEXT | Filter by specific patient | `John Doe` |
+| `staff_name` | TEXT | Filter by staff member who created encounter | `Jane Smith` |
+
+---
+
+## Query
+
+```sql
+SELECT 
+    ee.encounter_class,
+    COUNT(*) AS encounter_count
+FROM emr_encounter ee
+JOIN emr_patient p ON ee.patient_id = p.id
+LEFT JOIN users_user u ON ee.created_by_id = u.id
+WHERE 
+    ee.deleted = FALSE
+    --   [[AND {{created_date}}]]
+    --   [[AND p.name = {{patient_name}}]]
+    --   [[AND TRIM(u.first_name || ' ' || COALESCE(u.last_name, '')) = {{staff_name}}]]
+GROUP BY ee.encounter_class
+ORDER BY ee.encounter_class;
+```
+
+### Output
+
+| Column | Type | Description |
+|--------|------|-------------|
+| `encounter_class` | TEXT | Type/class of encounter |
+| `encounter_count` | INTEGER | Number of encounters of this class |
+
+---
+
+## Drill-Down Query
+
+> Returns detailed encounter information for each encounter class, including patient demographics, staff, and encounter status.
+
+### Purpose
+
+To provide a detailed list of individual encounters for each encounter class, supporting patient-level review and encounter tracking.
+
+### Parameters
+
+| Parameter | Type | Description | Example |
+|-----------|------|-------------|---------|
+| `created_date` | DATE | Filter by encounter creation date (optional) | `2025-12-01 TO 2025-12-31` |
+| `encounter_class` | TEXT | Filter by encounter class type (optional) | `AMBULATORY` |
+| `encounter_status` | TEXT | Filter by encounter status (optional) | `COMPLETED` |
+| `patient_name` | TEXT | Filter by patient name (optional) | `John Doe` |
+| `staff_name` | TEXT | Filter by staff full name (optional) | `Jane Smith` |
+
+---
+
+```sql
+SELECT
+    e.encounter_class,
+    e.status,
+    p.name AS patient_name,
+    p.gender,
+    p.phone_number,
+    EXTRACT(YEAR FROM CURRENT_DATE) - p.year_of_birth AS age,
+    p.address,
+    pi.value AS MRnumber,
+    TRIM(s.first_name || ' ' || COALESCE(s.last_name, '')) AS staff_name,
+    e.created_date
+FROM emr_encounter e
+JOIN emr_patient p ON e.patient_id = p.id
+LEFT JOIN emr_patientidentifier pi ON pi.patient_id = p.id AND pi.config_id = 5
+LEFT JOIN users_user s ON e.created_by_id = s.id
+WHERE
+    e.deleted = FALSE
+    --   [[AND {{created_date}}]]
+    --   [[AND e.encounter_class = {{encounter_class}}]]
+    --   [[AND e.status = {{encounter_status}}]]
+    --   [[AND p.name = {{patient_name}}]]
+    --   [[AND TRIM(s.first_name || ' ' || COALESCE(s.last_name, '')) = {{staff_name}}]]
+ORDER BY e.created_date DESC, patient_name;
+```
+
+
+## Notes
+
+- Metabase-specific filters (`[[...]]`) allow dynamic filtering in dashboards.
+- The query filters only non-deleted encounters using `e.deleted = FALSE`.
+- Encounter class represents the type of encounter (e.g., AMBULATORY, INPATIENT, etc.).
+- The `config_id = 5` condition is used to select the correct Medical Record number (MRnumber) for each patient.
+- Ensure all referenced tables and fields exist and are mapped correctly.
+- All filters are optional and applied dynamically by Metabase.
+
+*Last updated: 2025-12-16*
diff --git a/Care/Inventory/inventory_pallium.md b/Care/Inventory/inventory_pallium.md
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+# Inventory Stock by Location
+
+> Monitor inventory stock levels across facility locations with expiration date tracking
+
+## Purpose
+
+Track and analyze inventory stock distribution across facility locations, including expiration date monitoring. Helps identify stock levels, expiration status, and inventory management across care facilities.
+
+## Parameters
+
+| Parameter | Type | Description | Example |
+|-----------|------|-------------|---------|
+| `expiry_flag` | TEXT | Filter by expiration status | `Expired` or `Critical - Expires in 1 month` |
+
+---
+
+## Query
+
+```sql
+SELECT 
+    fl.name AS location_name,
+    pk.name AS stock_name,
+    TO_CHAR(p.expiration_date, 'DD/MM/YYYY') AS expiration_date,
+    p.batch->>'lot_number' AS batch_number,
+    CASE 
+        WHEN p.expiration_date <= CURRENT_DATE THEN 'Expired'
+        WHEN p.expiration_date <= CURRENT_DATE + INTERVAL '1 month' THEN 'Critical - Expires in 1 month'
+        WHEN p.expiration_date <= CURRENT_DATE + INTERVAL '3 months' THEN 'Warning - Expires in 3 months'
+        ELSE ''
+    END AS expiry_flag,
+    ii.net_content AS stock_count
+FROM emr_productknowledge pk
+JOIN emr_product p ON p.product_knowledge_id = pk.id
+JOIN emr_inventoryitem ii ON ii.product_id = p.id
+JOIN emr_facilitylocation fl ON ii.location_id = fl.id
+WHERE 
+    fl.deleted = FALSE
+    AND pk.deleted = FALSE
+    --   [[AND
+    --     CASE 
+    --       WHEN p.expiration_date <= CURRENT_DATE THEN 'Expired'
+    --       WHEN p.expiration_date <= CURRENT_DATE + INTERVAL '1 month' THEN 'Critical - Expires in 1 month'
+    --       WHEN p.expiration_date <= CURRENT_DATE + INTERVAL '3 months' THEN 'Warning - Expires in 3 months'
+    --       ELSE ''
+    --     END = {{expiry_flag}}
+    --   ]]
+ORDER BY 
+    fl.name,
+    pk.name,
+    expiration_date;
+```
+
+
+## Notes
+
+- Metabase-specific filters (`[[...]]`) allow dynamic filtering in dashboards.
+- Expiration status is determined using CASE logic with three warning levels:
+  - **Expired**: Expiration date is today or in the past
+  - **Critical - Expires in 1 month**: Expiration within 1 month from today
+  - **Warning - Expires in 3 months**: Expiration within 3 months from today
+  - **Empty**: Stock that does not fall into any warning category
+- Only non-deleted facility locations and product knowledge records are included in results.
+- Batch/lot numbers are extracted from the JSONB `batch` field
+- The `net_content` field represents the current stock quantity at each location.
+- Ensure all referenced tables and fields exist and are mapped correctly.
+- All filters are optional and applied dynamically by Metabase.
+
+*Last updated: 2025-12-16*