# Endobest Dashboard - Configuration Guide

**Document Version:** 1.0
**Last Updated:** 2025-11-08
**Audience:** System Administrators, Configuration Managers
**Language:** English

---

## Configuration Overview

The Endobest Dashboard is configured entirely through Excel files - no code changes needed.

### Main Configuration File

**File Location:** `config/Endobest_Dashboard_Config.xlsx`

**Contains:**
- `Inclusions_Mapping` - Field definitions for inclusion data
- `Organizations_Mapping` - Field definitions for organization data
- `Excel_Workbooks` - Metadata for Excel export
- `Excel_Sheets` - Sheet definitions and data transformation rules
- `Regression_Check` - Quality check rules

This guide focuses on **Excel_Workbooks** and **Excel_Sheets** tables (for Excel export configuration).

---

## Table of Contents

1. [File Location & Structure](#file-location--structure)
2. [Inclusions_Mapping (Reference)](#inclusions_mapping-reference)
3. [Organizations_Mapping (Reference)](#organizations_mapping-reference)
4. [Excel_Workbooks Table](#excel_workbooks-table)
5. [Excel_Sheets Table](#excel_sheets-table)
6. [Data Types & Formats](#data-types--formats)
7. [JSON Field Specifications](#json-field-specifications)
8. [Naming Conventions](#naming-conventions)
9. [Configuration Examples](#configuration-examples)
10. [Validation & Error Messages](#validation--error-messages)
11. [Best Practices](#best-practices)
12. [Troubleshooting](#troubleshooting)

---

## File Location & Structure

### Directory Layout

```
Endobest Dashboard/
├── eb_dashboard.py (main script)
├── config/
│   ├── Endobest_Dashboard_Config.xlsx (← CONFIGURATION FILE)
│   ├── Endobest_Extended_Fields.xlsx (old, deprecated)
│   ├── eb_org_center_mapping.xlsx
│   └── templates/
│       ├── Endobest_Template.xlsx
│       ├── Statistics_Template.xlsx
│       └── (other templates)
├── endobest_inclusions.json (output)
├── endobest_organizations.json (output)
└── dashboard.log
```

### Opening & Editing

1. Open `config/Endobest_Dashboard_Config.xlsx` in Excel
2. Go to specific sheet tab
3. Edit rows as needed
4. Save file
5. Run script - changes take effect on next run

**Important:** Do NOT change column order or delete required columns.

---

## Inclusions_Mapping (Reference)

This table defines which patient fields to include in export.

### Purpose
Specifies which inclusion data fields are available for use in:
- Excel export (column_mapping in Excel_Sheets)
- Quality checks
- Regression testing

### Columns

| Column | Type | Example | Notes |
|--------|------|---------|-------|
| Field_Selection | Action | [["include", "*.*"]] | Pipeline of include/exclude actions |
| Field_Name | Text | patient_id | Internal name used in column_mapping |

### Usage in Excel Export

The Field_Name values are used in `column_mapping`:

```json
{
  "col_patient_id": "patient_id",
  "col_name": "patient_name",
  "col_status": "inclusion_status"
}
```

**Map Excel Column Name → Inclusion Field Name**

---

## Organizations_Mapping (Reference)

This table defines which organization fields to include in export.

### Purpose
Specifies which organization data fields are available for use in:
- Excel export (column_mapping for Organizations source_type)
- Quality checks

### Columns

| Column | Type | Example | Notes |
|--------|------|---------|-------|
| Field_Name | Text | org_id | Internal name |
| org_id | Text | org.id | Data source path |
| org_name | Text | org.name | Organization name |

### Usage in Excel Export

The Field_Name values are used in `column_mapping`:

```json
{
  "col_org_code": "org_id",
  "col_org_name": "org_name"
}
```

---

## Excel_Workbooks Table

Defines metadata for each Excel file to generate.

### Purpose
Specifies WHAT Excel files to create, using which templates, with what naming.

### Column Definitions

#### workbook_name (Required)
- **Type:** Text
- **Length:** 1-255 characters
- **Example:** `Endobest_Output`, `Statistics_Report`, `Monthly_Summary`
- **Usage:** Unique identifier referenced in Excel_Sheets table
- **Rules:** Must be unique within the table
- **Notes:** Used in template variables as {workbook_name}

#### template_path (Required)
- **Type:** Text (file path)
- **Example:** `templates/Endobest_Template.xlsx`
- **Relative To:** `config/` folder
- **Rules:** Path is relative, not absolute
- **Validation:** Script checks file exists before export
- **Notes:** Template must be valid Excel (.xlsx) file
- **Error if:**
  - File doesn't exist
  - File is not .xlsx format
  - Path is absolute instead of relative

#### output_filename (Required)
- **Type:** Text (filename template)
- **Example:** `{workbook_name}_{extract_date_time}.xlsx`
- **Available Variables:**
  - `{workbook_name}` - From workbook_name column
  - `{extract_date_time}` - Full ISO datetime (2025-01-15T14:30:45+01:00)
  - `{extract_year}` - Year (2025)
  - `{extract_month}` - Month (01-12)
  - `{extract_day}` - Day (01-31)
- **Processed As:** Python f-string via `.format()`
- **Example Results:**
  - `Report_{extract_date_time}.xlsx` → `Report_2025-01-15T14-30-45.xlsx`
  - `{workbook_name}_Month{extract_month}.xlsx` → `Endobest_Output_Month01.xlsx`
- **Rules:**
  - Must include `.xlsx` extension
  - Must be valid filename (no /, \, :, *, ?, ", <, >, |)
  - Variables are case-sensitive

#### output_exists_action (Required)
- **Type:** Text (one of three values)
- **Valid Values:**
  - `Overwrite` - Replace existing file
  - `Increment` - Append _1, _2, etc.
  - `Backup` - Rename existing to _backup_1, etc.
- **Default:** `Increment` (recommended for safety)
- **Behavior:**

| Action | If file exists | Result |
|--------|---|---|
| **Overwrite** | `report.xlsx` | Deletes `report.xlsx`, creates new |
| **Increment** | `report.xlsx`, `report_1.xlsx` | Creates `report_2.xlsx` |
| **Backup** | `report.xlsx` | Renames to `report_backup_1.xlsx`, creates new `report.xlsx` |

### Row Rules

- Each row generates ONE Excel file
- All columns must be filled (no empty cells)
- workbook_name must be unique
- Multiple workbooks allowed

### Example Rows

```
Row 1:
  workbook_name: Endobest_Output
  template_path: templates/Endobest_Template.xlsx
  output_filename: {workbook_name}_{extract_date_time}.xlsx
  output_exists_action: Increment

Row 2:
  workbook_name: Statistics_Report
  template_path: templates/Statistics.xlsx
  output_filename: {workbook_name}_{extract_year}-{extract_month}.xlsx
  output_exists_action: Overwrite
```

---

## Excel_Sheets Table

Defines how to fill sheets within the workbooks.

### Purpose
Specifies HOW to fill each sheet:
- Which data to use (Inclusions/Organizations/Variable)
- How to transform it (filter, sort, replace)
- Where to put it (target cell/range)

### Column Definitions

#### workbook_name (Required)
- **Type:** Text
- **Example:** `Endobest_Output`
- **Rules:** Must match exactly one row in Excel_Workbooks table
- **Validation:** Script checks reference exists

#### sheet_name (Required)
- **Type:** Text
- **Example:** `Inclusions`, `Summary`, `Organizations`
- **Rules:** Must match sheet name in template exactly
- **Validation:** Script checks sheet exists in template

#### source_type (Required)
- **Type:** Text (one of three values)
- **Valid Values:**
  - `Variable` - Single variable value (timestamp, text, etc.)
  - `Inclusions` - Patient inclusion data
  - `Organizations` - Organization data
- **Rules:** Determines what column_mapping is required

#### target (Required)
- **Type:** Text (cell reference or named range)
- **Format:**
  - Cell reference: `A1`, `B10`, `Title_Cell`
  - Named range: `DataTable`, `InclusionsRange`, etc.
- **For Variable:** Single cell (not a range)
- **For Inclusions/Organizations:** Named range with height=1 (single row for headers, data below)
- **Validation:** Script checks target exists in template

#### column_mapping (Conditional)
- **Required If:** source_type = `Inclusions` OR `Organizations`
- **Type:** JSON object
- **Format:** `{"excel_column_name": "data_field_name", ...}`
- **Example (Inclusions):**
  ```json
  {
    "col_id": "patient_id",
    "col_name": "patient_name",
    "col_status": "inclusion_status",
    "col_date": "date_inclusion"
  }
  ```
- **Example (Organizations):**
  ```json
  {
    "col_code": "org_id",
    "col_name": "org_name",
    "col_count": "patient_count"
  }
  ```
- **Field Names:** Must match names in Inclusions_Mapping or Organizations_Mapping
- **Column Order:** Determines order of columns in Excel (left to right)
- **Validation:** Script checks all field names exist in mapping
- **For Variable:** Leave empty (NULL or omit)

#### filter_condition (Optional)
- **Type:** JSON object (AND conditions)
- **Default:** NULL (no filtering, all items included)
- **Format:** `{"field_name": expected_value, ...}`
- **Example:**
  ```json
  {
    "status": "active",
    "visit_type": "inclusion"
  }
  ```
- **Logic:** AND (all conditions must match)
  - Item with `{"status": "active", "visit_type": "inclusion"}` → MATCHES
  - Item with `{"status": "active", "visit_type": "follow-up"}` → DOES NOT MATCH
- **Nested Fields:** Support dot notation
  - `"patient.status": "active"` matches `{"patient": {"status": "active"}}`
- **For Variable:** Ignored (leave NULL)
- **Types:** String, number, boolean values all supported

#### sort_keys (Optional)
- **Type:** JSON array of sort specifications
- **Default:** NULL (no sorting, original order)
- **Format:** `[["field_name", "asc"|"desc"], ["field2", "order", "option"], ...]`
- **Example:**
  ```json
  [
    ["date_visit", "desc"],
    ["patient_name", "asc"]
  ]
  ```
- **Primary/Secondary:** First array element is primary sort, second is secondary, etc.
- **Options:** Third element can be datetime format (`"%Y-%m-%d"`) or `"*natsort"` for alphanumeric sorting
- **Order Values:**
  - `"asc"` - Ascending (A→Z, 0→9, old→new dates)
  - `"desc"` - Descending (Z→A, 9→0, new→old dates)
- **Missing Fields:** Items with missing field placed at end
- **Datetime:** Auto-detected from ISO format (YYYY-MM-DD) - no configuration needed
- **For Variable:** Ignored (leave NULL)

#### value_replacement (Optional)
- **Type:** JSON array of replacement rules
- **Default:** NULL (no replacement, original values used)
- **Format:** `[{rule1}, {rule2}, ...]`
- **Logic:** First matching rule wins (stop at first match)
- **Types Supported:**

  **Boolean replacement:**
  ```json
  {
    "type": "bool",
    "true": "Yes",
    "false": "No"
  }
  ```
  - Matches: Python boolean `True` / `False` (not strings)
  - Replaces: `True` → "Yes", `False` → "No"

  **String replacement:**
  ```json
  {
    "type": "str",
    "from": "active",
    "to": "Active Status"
  }
  ```
  - Matches: String "active" (exact, case-sensitive)
  - Does NOT match: "Active" or "ACTIVE"

  **Integer replacement:**
  ```json
  {
    "type": "int",
    "from": 0,
    "to": "Not Applicable"
  }
  ```
  - Matches: Integer 0 (not string "0")
  - Replaces: 0 → "Not Applicable"

- **Type Matching:** Strict - boolean True ≠ string "true"
- **Multiple Rules Example:**
  ```json
  [
    {"type": "bool", "true": "Yes", "false": "No"},
    {"type": "str", "from": "active", "to": "Active"},
    {"type": "str", "from": "inactive", "to": "Inactive"}
  ]
  ```
  - Booleans match first rule
  - "active" matches second rule
  - "inactive" matches third rule
  - Other strings pass through unchanged
- **For Variable:** Ignored (leave NULL)

### Row Rules

- Each row defines ONE sheet in ONE workbook
- Source_type determines required fields:
  - **Variable:** column_mapping, filter_condition, sort_keys, value_replacement all ignored
  - **Inclusions/Organizations:** column_mapping REQUIRED, others optional
- Multiple rows for same workbook allowed (multiple sheets)
- Multiple rows for same sheet not recommended (last wins)

### Example Configurations

**Simple Inclusions Table:**
```
workbook_name: Endobest_Output
sheet_name: Inclusions
source_type: Inclusions
target: DataTable
column_mapping: {"col_id": "patient_id", "col_name": "patient_name"}
filter_condition: {"status": "active"}
sort_keys: [["date_inclusion", "desc"]]
value_replacement: NULL
```

**Multiple Sheets:**
```
Row 1 (Title):
  workbook_name: Report
  sheet_name: Title
  source_type: Variable
  target: TitleCell
  (other columns ignored)

Row 2 (Inclusions):
  workbook_name: Report
  sheet_name: Data
  source_type: Inclusions
  target: InclusionTable
  column_mapping: {...}

Row 3 (Organizations):
  workbook_name: Report
  sheet_name: Orgs
  source_type: Organizations
  target: OrgTable
  column_mapping: {...}
```

**Complex Transformations:**
```
workbook_name: Statistics
sheet_name: SummaryData
source_type: Inclusions
target: SummaryTable
column_mapping: {
  "col_id": "patient_id",
  "col_status": "status",
  "col_activated": "is_activated"
}
filter_condition: {"status": "active"}
sort_keys: [
  ["status", "asc"],
  ["date_visit", "desc"]
]
value_replacement: [
  {"type": "bool", "true": "✓", "false": "✗"},
  {"type": "str", "from": "active", "to": "Active"},
  {"type": "str", "from": "pending", "to": "Pending"}
]
```

---

## Data Types & Formats

### Text Fields
- **Type:** Plain text
- **Length:** As needed
- **Special Characters:** Allowed in values, but not in field names
- **Examples:** `patient_id`, `Inclusions`, `Endobest_Output`

### JSON Fields
- **Type:** Valid JSON format
- **Validation:** Must be valid JSON or NULL
- **Common Mistakes:**
  - Missing quotes: `{col_id: "patient_id"}` ✗ (should be `{"col_id": "patient_id"}`)
  - Single quotes: `{'col_id': 'patient_id'}` ✗ (JSON uses double quotes)
  - Trailing commas: `{"a": 1,}` ✗ (not valid JSON)
- **Validation:** Script validates JSON parsing before use

### Dates & Times
- **Format:** ISO 8601 (YYYY-MM-DD or YYYY-MM-DDTHH:MM:SS)
- **Example:** `2025-01-15`, `2025-01-15T14:30:45`
- **Timezone:** Convert to UTC before storing
- **Auto-Detection:** Script auto-detects datetime fields and parses correctly

---

## JSON Field Specifications

### column_mapping JSON

**Structure:**
```json
{
  "excel_column_1": "field_name_1",
  "excel_column_2": "field_name_2",
  ...
}
```

**Rules:**
- Keys (left side): Column names (can be any text)
- Values (right side): Must match Inclusions_Mapping or Organizations_Mapping
- Order: Determines column order in Excel (left to right)
- Count: No limit, but must fit in target range

**Validation:**
- All values must exist in source mapping
- Extra columns cause error
- Missing columns fill with blanks

### filter_condition JSON

**Structure:**
```json
{
  "field_1": value_1,
  "field_2": value_2,
  ...
}
```

**Rules:**
- Keys (left side): Field names (from mapping)
- Values (right side): Literal values to match
- Logic: AND (all conditions must match)
- Empty object: `{}` matches all (no filtering)

**Value Types Supported:**
- String: `"active"`
- Number: `123`, `45.67`
- Boolean: `true`, `false` (JSON format, not quoted)
- NULL: `null`

**Example:**
```json
{
  "status": "active",
  "center_code": "PARIS01",
  "patient_count": 10
}
```
Matches only items with ALL three conditions.

### sort_keys JSON

**Structure:**
```json
[
  ["field_name_1", "asc"],
  ["field_name_2", "desc"],
  ["field_name_3", "asc", "option"]
]
```

**Rules:**
- Array of arrays format (ordered list)
- Each sort specification: `[field, order]` or `[field, order, option]`
- Field: Must exist in source data
- Order: `"asc"` or `"desc"` only
- Option (optional): Special sorting behavior (see below)
- Empty array: `[]` means no sorting

**Field Matching:**
- Exact field name match required
- Case-sensitive field names
- **String comparison:** Case-insensitive by default
  - `"Centre Evidens"` comes before `"CHU Hospital"` (natural alphabetical order)

**Optional Third Parameter:**

1. **Datetime Format:**
   ```json
   ["date_field", "desc", "%Y-%m-%d"]
   ```
   - Provide Python strptime format for custom date parsing
   - Example formats: `"%d/%m/%Y"`, `"%Y-%m-%d %H:%M:%S"`

2. **Natural Alphanumeric Sorting:**
   ```json
   ["patient_id", "asc", "*natsort"]
   ```
   - Use `"*natsort"` for natural sorting of alphanumeric codes
   - Correctly sorts: `"ENDOBEST-003-3-BA"` < `"ENDOBEST-003-20-BA"`
   - Also handles: `"file2.txt"` < `"file10.txt"`, `"v1.9"` < `"v1.10"`
   - Perfect for patient IDs, version numbers, sequential codes

### value_replacement JSON

**Structure:**
```json
[
  {
    "type": "TYPE_NAME",
    "TYPE_SPECIFIC_FIELDS": values
  },
  ...
]
```

**Boolean Type:**
```json
{
  "type": "bool",
  "true": "Replacement for True",
  "false": "Replacement for False"
}
```

**String Type:**
```json
{
  "type": "str",
  "from": "Source string",
  "to": "Replacement string"
}
```

**Integer Type:**
```json
{
  "type": "int",
  "from": 123,
  "to": "Replacement"
}
```

**Rules:**
- Each rule must have `"type"` field
- Other fields required per type
- Evaluated in order (first match wins)
- NULL or empty array means no replacement

---

## Naming Conventions

### File & Path Naming
- **Paths:** Relative to `config/` folder
- **Separators:** Use forward slash `/` (not backslash `\`)
- **Extensions:** Must include `.xlsx`
- **Spaces:** Avoid in filenames (use underscore or camelCase)

### Column Naming
- **No spaces:** Use underscores or camelCase
- **Avoid special characters:** Letters, numbers, underscore only
- **Length:** Keep reasonable (avoid 100+ char names)
- **Consistency:** Use same names across configuration

### Field Naming
- **From Mapping:** Use exact names from Inclusions_Mapping or Organizations_Mapping
- **Case-Sensitive:** Field_Name ≠ field_name
- **Match Required:** Must exist in mapping

### Excel Named Ranges
- **Define in Excel:** Formulas → Name Manager → New
- **Naming:** Same rules as column naming
- **Scope:** Sheet-level or Workbook-level both OK
- **Used in:** `target` column of Excel_Sheets

---

## Configuration Examples

### Example 1: Simple Patient Report

**Excel_Workbooks:**
```
workbook_name          | template_path              | output_filename                    | output_exists_action
Endobest_Report        | templates/Simple.xlsx      | Report_{extract_date_time}.xlsx    | Increment
```

**Excel_Sheets:**
```
workbook_name    | sheet_name | source_type  | target     | column_mapping                        | filter_condition | sort_keys
Endobest_Report  | Patients   | Inclusions   | PatientTbl | {"ID": "patient_id",                  | {"status":       | [{"field": "date_inclusion",
                 |            |              |            |  "Name": "patient_name",              |  "active"}       |   "order": "asc"}]
                 |            |              |            |  "Date": "date_inclusion"}            |                  |
```

### Example 2: Multi-Sheet Report

**Excel_Workbooks:**
```
workbook_name | template_path         | output_filename          | output_exists_action
FullReport    | templates/Multi.xlsx  | {workbook_name}_{extract_month}.xlsx | Overwrite
```

**Excel_Sheets (3 rows):**
```
Row 1 (Title):
workbook_name | sheet_name | source_type | target    | column_mapping | filter_condition | sort_keys
FullReport    | Cover      | Variable    | TitleCell | NULL           | NULL             | NULL

Row 2 (Inclusions):
workbook_name | sheet_name | source_type | target     | column_mapping                       | filter_condition     | sort_keys
FullReport    | Inclusions | Inclusions  | IncTbl     | {"col_id": "patient_id",             | {"status": "active"} | [{"field": "date_visit",
              |            |             |            |  "col_name": "patient_name",        |                      |   "order": "desc"}]
              |            |             |            |  "col_site": "site_id"}             |                      |

Row 3 (Organizations):
workbook_name | sheet_name | source_type | target    | column_mapping                | filter_condition | sort_keys
FullReport    | Summary    | Organizations | OrgTbl   | {"Name": "org_name",          | NULL             | [{"field": "org_name",
              |            |             |            |  "Count": "patient_count"}    |                  |   "order": "asc"}]
```

---

## Validation & Error Messages

### Configuration Errors (Startup)

**Template file missing:**
```
✗ CRITICAL: Template file missing: config/templates/Missing.xlsx
```
**Fix:** Verify file exists and path is correct

**Named range not found:**
```
✗ CRITICAL: Named range not found: 'DataTable' in sheet 'Inclusions'
```
**Fix:** Create named range in Excel or correct the name in configuration

**Column reference invalid:**
```
✗ CRITICAL: Column mapping references invalid field: 'unknown_field'
```
**Fix:** Check field name matches Inclusions_Mapping or Organizations_Mapping exactly

**JSON parse error:**
```
✗ CRITICAL: Invalid JSON in column_mapping: {col_id: "patient_id"}
```
**Fix:** Ensure all JSON fields use double quotes and valid syntax

### Runtime Errors

**No matching data:**
```
⚠ WARNING: Filter condition found no matching items for sheet 'Inclusions'
```
**Possible Causes:**
- Filter too restrictive
- Filter field doesn't exist
- No data in source
**Fix:** Review filter_condition, check data exists

**File write error:**
```
✗ ERROR: Could not write file: Permission denied
```
**Possible Causes:**
- File open in another program
- No write permissions
- Disk full
**Fix:** Close Excel, check permissions, check disk space

---

## Best Practices

### Configuration Management

1. **Backup Config**
   - Keep version history
   - Comment changes in Excel or separate document

2. **Test Changes**
   - Use `--excel_only` mode for quick testing
   - Run full process periodically to verify

3. **Document Mappings**
   - Maintain spreadsheet of field meanings
   - Update when fields change

4. **Naming Consistency**
   - Use same field names across tables
   - Use descriptive, self-documenting names

### Performance Optimization

1. **Filter Early**
   - Use filter_condition to reduce data
   - Smaller datasets = faster processing

2. **Smart Sorting**
   - Don't sort if not needed
   - Sort by indexed fields when possible

3. **Template Optimization**
   - Minimize template complexity
   - Remove unnecessary formulas

### Data Quality

1. **Validation**
   - Verify filter_condition results
   - Check sort_keys order makes sense
   - Test value_replacement transformations

2. **Documentation**
   - Document why each filter exists
   - Document expected results
   - Include contact info for questions

### Security

1. **File Permissions**
   - Restrict config file access (contains sensitive paths)
   - Backup encrypted if needed

2. **Data Privacy**
   - Excel files contain patient data
   - Handle per organization policy
   - Ensure secure storage/transmission

---

## Troubleshooting

### Configuration Issues

**"Excel config file not found"**
- Path: `config/Endobest_Dashboard_Config.xlsx`
- Check file exists in correct location

**"Required column missing"**
- Check all required columns present
- Don't delete or rename columns
- Use exact column names

**"Workbook name mismatch"**
- Excel_Sheets.workbook_name must match Excel_Workbooks.workbook_name exactly
- Check spelling and case

### Template Issues

**"Template file not found"**
- Verify file in `config/templates/` folder
- Check path relative to config (not root)
- Example correct: `templates/MyTemplate.xlsx`
- Example incorrect: `config/templates/MyTemplate.xlsx`

**"Named range not found"**
- Open template in Excel
- Formulas → Name Manager
- Verify range exists and spelling matches

**"Invalid target cell"**
- Check cell reference format (A1, B10, etc.) or range name
- Verify cell/range exists in sheet

### Data Issues

**"No data in Excel cells"**
- Check filter_condition isn't too restrictive
- Verify source data exists (run --check-only)
- Check column_mapping field names are correct

**"Column order wrong"**
- Column order determined by column_mapping object key order
- In newer Excel: right-click → "Edit in formula bar" to see order
- Reorder keys in JSON to change column order

**"Values not replaced"**
- Check value_replacement type matches actual data type
- Boolean True ≠ string "true"
- Check rule order (first match wins)

**"Dates sorting incorrectly"**
- Dates must be ISO format: YYYY-MM-DD
- Check field value format
- If text looks like date but formats as text in Excel, may sort alphabetically

---

## Advanced Configuration

### Template Variables in Variable Cells

Use variables to populate single cells:

```
target: TimestampCell
source_type: Variable

In Excel template, cell value:
"Extracted: {extract_date_time}"

Result:
"Extracted: 2025-01-15T14:30:45+01:00"
```

### Dynamic Filenames

Create filenames that reflect data/content:

```
output_filename: "{workbook_name}_{extract_year}_{extract_month}.xlsx"

Results in:
"Statistics_2025_01.xlsx"
"Endobest_Output_2025_01.xlsx"
```

### Cascading Filters & Sorts

Apply multiple rules:

```
filter_condition: {"status": "active", "center": "PARIS01", "type": "inclusion"}
sort_keys: [
  ["visit_order", "asc"],
  ["date_visit", "desc"],
  ["patient_name", "asc"]
]
```

---

**End of Configuration Guide**

For user guide, see DOCUMENTATION_98_USER_GUIDE.md
For architecture details, see DOCUMENTATION_13_EXCEL_EXPORT.md