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/* 
ADP Workforce Now does not accept SQL queries from end-users. 
The following configuration block represents the Transformation Logic required to convert the ADP Custom Report export (Wide Format) into the Process Mining Event Log (Long Format).

Input Source: ADP_Custom_Payroll_Export.csv
Logic Language: Pseudo-ETL/Config
*/

TRANSFORMATION_CONFIG {

  GLOBAL_SETTINGS {
    SOURCE_SYSTEM: "ADP Workforce Now"
    CASE_ID_FORMULA: CONCATENATE(Field_AssociateID, "-", Field_PayPeriodNumber, "-", Field_Year)
    LAST_DATA_UPDATE: SYSTEM_TIMESTAMP()
  }

  ACTIVITY_MAPPING_RULES {

    /* 1. Time Sheet Submitted */
    RULE "Time Sheet Submitted" {
      IF Field_Timecard_Submit_Date IS NOT NULL THEN
        CREATE_EVENT(
          ACTIVITY: "Time Sheet Submitted",
          TIMESTAMP: Field_Timecard_Submit_Date,
          ATTRIBUTES: [PayrollSpecialistName: Field_Timecard_User, IsManualIntervention: "False"]
        )
    }

    /* 2. Time Sheet Approved */
    RULE "Time Sheet Approved" {
      IF Field_Timecard_Approval_Date IS NOT NULL THEN
        CREATE_EVENT(
          ACTIVITY: "Time Sheet Approved",
          TIMESTAMP: Field_Timecard_Approval_Date,
          ATTRIBUTES: [PayrollSpecialistName: Field_Manager_Name, IsManualIntervention: "True"]
        )
    }

    /* 3. Payroll Record Initialized */
    RULE "Payroll Record Initialized" {
      IF Field_Pay_Period_Start_Date IS NOT NULL THEN
        CREATE_EVENT(
          ACTIVITY: "Payroll Record Initialized",
          TIMESTAMP: Field_Pay_Period_Start_Date,
          ATTRIBUTES: [PayGroupCode: Field_PayGroup, IsRetrospective: "False"]
        )
    }

    /* 4. Incentive Data Imported */
    RULE "Incentive Data Imported" {
      IF Field_Import_Batch_Date IS NOT NULL AND Field_Batch_Type == "Import" THEN
        CREATE_EVENT(
          ACTIVITY: "Incentive Data Imported",
          TIMESTAMP: Field_Import_Batch_Date,
          ATTRIBUTES: [IsManualIntervention: "False"]
        )
    }

    /* 5. Gross Pay Calculated */
    RULE "Gross Pay Calculated" {
      IF Field_Calc_DateTime IS NOT NULL THEN
        CREATE_EVENT(
          ACTIVITY: "Gross Pay Calculated",
          TIMESTAMP: Field_Calc_DateTime,
          ATTRIBUTES: [GrossPayAmount: Field_Gross_Pay, DepartmentCode: Field_Home_Dept]
        )
    }

    /* 6. Benefits Deductions Applied */
    RULE "Benefits Deductions Applied" {
      /* Often occurs simultaneous to Calc, adding 1 second for logical sort */
      IF Field_Calc_DateTime IS NOT NULL AND Field_Total_Deductions > 0 THEN
        CREATE_EVENT(
          ACTIVITY: "Benefits Deductions Applied",
          TIMESTAMP: DATE_ADD(Field_Calc_DateTime, 1, "SECOND"),
          ATTRIBUTES: [GrossPayAmount: Field_Gross_Pay]
        )
    }

    /* 7. Audit Exception Flagged */
    RULE "Audit Exception Flagged" {
      IF Field_Error_Message_Timestamp IS NOT NULL THEN
        CREATE_EVENT(
          ACTIVITY: "Audit Exception Flagged",
          TIMESTAMP: Field_Error_Message_Timestamp,
          ATTRIBUTES: [IsManualIntervention: "False"]
        )
    }

    /* 8. Data Correction Performed */
    RULE "Data Correction Performed" {
      IF Field_Audit_Change_Date IS NOT NULL THEN
        CREATE_EVENT(
          ACTIVITY: "Data Correction Performed",
          TIMESTAMP: Field_Audit_Change_Date,
          ATTRIBUTES: [PayrollSpecialistName: Field_Audit_User, IsManualIntervention: "True"]
        )
    }

    /* 9. Payroll Result Previewed */
    RULE "Payroll Result Previewed" {
      IF Field_Preview_Run_DateTime IS NOT NULL THEN
        CREATE_EVENT(
          ACTIVITY: "Payroll Result Previewed",
          TIMESTAMP: Field_Preview_Run_DateTime,
          ATTRIBUTES: [IsManualIntervention: "True"]
        )
    }

    /* 10. Payroll Record Approved */
    RULE "Payroll Record Approved" {
      IF Field_Finalize_DateTime IS NOT NULL THEN
        CREATE_EVENT(
          ACTIVITY: "Payroll Record Approved",
          TIMESTAMP: Field_Finalize_DateTime,
          ATTRIBUTES: [PayrollSpecialistName: Field_Finalizer_User, IsManualIntervention: "True"]
        )
    }

    /* 11. Bank Transfer File Generated */
    RULE "Bank Transfer File Generated" {
      /* Logic: Usually occurs 2 hours after Finalize or at specific cutoff */
      IF Field_ACH_File_Date IS NOT NULL THEN
        CREATE_EVENT(
          ACTIVITY: "Bank Transfer File Generated",
          TIMESTAMP: Field_ACH_File_Date,
          ATTRIBUTES: [IsManualIntervention: "False"]
        )
    }

    /* 12. Payment Executed */
    RULE "Payment Executed" {
      IF Field_Check_Date IS NOT NULL THEN
        CREATE_EVENT(
          ACTIVITY: "Payment Executed",
          TIMESTAMP: Field_Check_Date,
          ATTRIBUTES: [GrossPayAmount: Field_Gross_Pay, IsRetrospective: "False"]
        )
    }

    /* 13. Pay Slip Published */
    RULE "Pay Slip Published" {
      IF Field_Advice_Available_Date IS NOT NULL THEN
        CREATE_EVENT(
          ACTIVITY: "Pay Slip Published",
          TIMESTAMP: Field_Advice_Available_Date,
          ATTRIBUTES: [IsManualIntervention: "False"]
        )
    }

    /* 14. Tax Filing Completed */
    RULE "Tax Filing Completed" {
      IF Field_Tax_Filing_Confirmation_Date IS NOT NULL THEN
        CREATE_EVENT(
          ACTIVITY: "Tax Filing Completed",
          TIMESTAMP: Field_Tax_Filing_Confirmation_Date,
          ATTRIBUTES: [TaxJurisdictionCode: Field_Tax_State, IsManualIntervention: "False"]
        )
    }

    /* 15. Retrospective Adjustment Posted */
    RULE "Retrospective Adjustment Posted" {
      IF Field_Adjustment_Run_Date IS NOT NULL AND Field_Run_Type == "Adjustment" THEN
        CREATE_EVENT(
          ACTIVITY: "Retrospective Adjustment Posted",
          TIMESTAMP: Field_Adjustment_Run_Date,
          ATTRIBUTES: [IsRetrospective: "True", IsManualIntervention: "True"]
        )
    }
  }
}

import requests
import pandas as pd
import json
from datetime import datetime
import uuid

class=class="hl-string">"hl-comment"># === CONFIGURATION ===
class=class="hl-string">"hl-comment"># Replace these placeholders with your actual ADP credentials and paths
ADP_CLIENT_ID = class="hl-string">"[Your ADP Client ID]"
ADP_CLIENT_SECRET = class="hl-string">"[Your ADP Client Secret]"
CERT_PATH = class="hl-string">"path/to/your/client_certificate.pem"
KEY_PATH = class="hl-string">"path/to/your/client_private_key.key"
TOKEN_URL = class="hl-string">"https://api.adp.com/auth/oauth/v2/token"
PAYROLL_API_URL = class="hl-string">"https://api.adp.com/payroll/v1/payroll-output"
TIME_API_URL = class="hl-string">"https://api.adp.com/time/v1/time-cards"

class=class="hl-string">"hl-comment"># Output File
OUTPUT_FILENAME = class="hl-string">"ADP_Payroll_Event_Log.csv"

class=class="hl-string">"hl-comment"># === AUTHENTICATION ===
def get_access_token():
    class=class="hl-string">"hl-comment"># ADP requires mutual TLS (mTLS) for authentication
    payload = {
        class="hl-string">'client_id': ADP_CLIENT_ID,
        class="hl-string">'client_secret': ADP_CLIENT_SECRET,
        class="hl-string">'grant_type': class="hl-string">'client_credentials'
    }
    try:
        response = requests.post(
            TOKEN_URL,
            data=payload,
            cert=(CERT_PATH, KEY_PATH),
            verify=True
        )
        response.raise_for_status()
        return response.json()[class="hl-string">'access_token']
    except Exception as e:
        print(fclass="hl-string">"Authentication failed: {str(e)}")
        return None

class=class="hl-string">"hl-comment"># === DATA EXTRACTION ===
def fetch_adp_data(url, token, params=None):
    headers = {
        class="hl-string">'Authorization': fclass="hl-string">'Bearer {token}',
        class="hl-string">'Accept': class="hl-string">'application/json'
    }
    all_records = []
    
    class=class="hl-string">"hl-comment"># Simple pagination loop (ADP uses class="hl-string">'skip' and class="hl-string">'top' or class="hl-string">'next' links)
    class=class="hl-string">"hl-comment"># This is a simplified implementation assuming standard offset pagination
    skip = 0
    limit = 50
    fetching = True
    
    while fetching:
        current_params = params.copy() if params else {}
        current_params[class="hl-string">'$skip'] = skip
        current_params[class="hl-string">'$top'] = limit
        
        try:
            response = requests.get(
                url, 
                headers=headers, 
                params=current_params, 
                cert=(CERT_PATH, KEY_PATH)
            )
            if response.status_code != 200:
                break
                
            data = response.json()
            class=class="hl-string">"hl-comment"># Adjust key based on actual API response structure (e.g., class="hl-string">'payrollOutputs', class="hl-string">'timeCards')
            class=class="hl-string">"hl-comment"># Using generic list detection for the script
            key = next((k for k in data.keys() if isinstance(data[k], list)), None)
            
            if not key or len(data[key]) == 0:
                fetching = False
            else:
                all_records.extend(data[key])
                skip += limit
                
        except Exception:
            fetching = False
            
    return all_records

class=class="hl-string">"hl-comment"># === EVENT LOG GENERATION ===
def generate_event_log(payroll_data, time_data):
    event_log = []
    
    class=class="hl-string">"hl-comment"># Index time data by AssociateOID for quick lookup
    time_map = {item.get(class="hl-string">'associateOID'): item for item in time_data}

    for pay_record in payroll_data:
        class=class="hl-string">"hl-comment"># Basic Attributes
        associate_id = pay_record.get(class="hl-string">'associateOID', class="hl-string">'Unknown')
        pay_period_start = pay_record.get(class="hl-string">'payPeriodStartDate', class="hl-string">'')
        class=class="hl-string">"hl-comment"># Create a unique Case ID using AssociateID and Pay Period
        case_id = fclass="hl-string">"{associate_id}-{pay_period_start}"
        
        dept_code = pay_record.get(class="hl-string">'worker', {}).get(class="hl-string">'homeOrganizationalUnits', [{}])[0].get(class="hl-string">'nameCode', {}).get(class="hl-string">'code', class="hl-string">'Unknown')
        pay_group = pay_record.get(class="hl-string">'payrollGroupCode', class="hl-string">'Main')
        gross_pay = pay_record.get(class="hl-string">'grossPayAmount', 0.0)
        tax_jur = pay_record.get(class="hl-string">'taxJurisdiction', {}).get(class="hl-string">'code', class="hl-string">'US')
        last_update = datetime.now().isoformat() class=class="hl-string">"hl-comment"># Using extraction time as fallback if record update time missing

        class=class="hl-string">"hl-comment"># Helper to append event
        def add_event(activity, timestamp, specialist=None, manual=False, retro=False):
            if timestamp:
                event_log.append({
                    class="hl-string">'PayrollRecordId': case_id,
                    class="hl-string">'ActivityName': activity,
                    class="hl-string">'EventDateTime': timestamp,
                    class="hl-string">'SourceSystem': class="hl-string">'ADP Workforce Now',
                    class="hl-string">'LastDataUpdate': last_update,
                    class="hl-string">'PayrollSpecialistName': specialist if specialist else class="hl-string">'System Agent',
                    class="hl-string">'DepartmentCode': dept_code,
                    class="hl-string">'PayGroupCode': pay_group,
                    class="hl-string">'GrossPayAmount': gross_pay,
                    class="hl-string">'TaxJurisdictionCode': tax_jur,
                    class="hl-string">'IsManualIntervention': manual,
                    class="hl-string">'IsRetrospective': retro
                })

        class=class="hl-string">"hl-comment"># --- ACTIVITY 1: Time Sheet Submitted ---
        class=class="hl-string">"hl-comment"># Derived from Time API
        t_card = time_map.get(associate_id)
        if t_card and t_card.get(class="hl-string">'submissionDateTime'):
            add_event(class="hl-string">"Time Sheet Submitted", t_card[class="hl-string">'submissionDateTime'], specialist=t_card.get(class="hl-string">'submittedBy'))

        class=class="hl-string">"hl-comment"># --- ACTIVITY 2: Time Sheet Approved ---
        class=class="hl-string">"hl-comment"># Derived from Time API
        if t_card and t_card.get(class="hl-string">'approvalDateTime'):
            add_event(class="hl-string">"Time Sheet Approved", t_card[class="hl-string">'approvalDateTime'], specialist=t_card.get(class="hl-string">'approvedBy'))

        class=class="hl-string">"hl-comment"># --- ACTIVITY 3: Payroll Record Initialized ---
        class=class="hl-string">"hl-comment"># Creation of the pay data record
        create_time = pay_record.get(class="hl-string">'creationDateTime')
        add_event(class="hl-string">"Payroll Record Initialized", create_time)

        class=class="hl-string">"hl-comment"># --- ACTIVITY 4: Incentive Data Imported ---
        class=class="hl-string">"hl-comment"># Check for specific earnings codes related to incentives
        earnings = pay_record.get(class="hl-string">'earnings', [])
        for earn in earnings:
            if earn.get(class="hl-string">'typeCode') in [class="hl-string">'BONUS', class="hl-string">'COMMISSION']:
                class=class="hl-string">"hl-comment"># Use entry time of the specific line item
                add_event(class="hl-string">"Incentive Data Imported", earn.get(class="hl-string">'entryDateTime', create_time))
                break class=class="hl-string">"hl-comment"># Capture once per case to avoid duplicates or refine logic for multiple

        class=class="hl-string">"hl-comment"># --- ACTIVITY 5: Gross Pay Calculated ---
        class=class="hl-string">"hl-comment"># When the calculation engine finished
        calc_time = pay_record.get(class="hl-string">'calculationDateTime')
        add_event(class="hl-string">"Gross Pay Calculated", calc_time)

        class=class="hl-string">"hl-comment"># --- ACTIVITY 6: Benefits Deductions Applied ---
        class=class="hl-string">"hl-comment"># Usually happens same time as calc, but logically distinct
        class=class="hl-string">"hl-comment"># We look for deduction processing timestamp
        deductions = pay_record.get(class="hl-string">'deductions', [])
        if deductions and calc_time:
             add_event(class="hl-string">"Benefits Deductions Applied", calc_time)

        class=class="hl-string">"hl-comment"># --- ACTIVITY 7: Audit Exception Flagged ---
        class=class="hl-string">"hl-comment"># Check notification messages
        msgs = pay_record.get(class="hl-string">'notificationMessages', [])
        if msgs:
            class=class="hl-string">"hl-comment"># Take the timestamp of the first warning
            add_event(class="hl-string">"Audit Exception Flagged", msgs[0].get(class="hl-string">'generationDateTime', calc_time))

        class=class="hl-string">"hl-comment"># --- ACTIVITY 8: Data Correction Performed ---
        class=class="hl-string">"hl-comment"># Compare modification time vs creation time. If significantly different, assume correction.
        mod_time = pay_record.get(class="hl-string">'modificationDateTime')
        if mod_time and create_time and mod_time > create_time:
            add_event(class="hl-string">"Data Correction Performed", mod_time, manual=True)

        class=class="hl-string">"hl-comment"># --- ACTIVITY 9: Payroll Result Previewed ---
        class=class="hl-string">"hl-comment"># Report generation time
        report_time = pay_record.get(class="hl-string">'reportGenerationDateTime')
        add_event(class="hl-string">"Payroll Result Previewed", report_time)

        class=class="hl-string">"hl-comment"># --- ACTIVITY 10: Payroll Record Approved ---
        class=class="hl-string">"hl-comment"># Final approval timestamp
        approve_time = pay_record.get(class="hl-string">'approvalDateTime')
        add_event(class="hl-string">"Payroll Record Approved", approve_time, specialist=class="hl-string">"Payroll Manager")

        class=class="hl-string">"hl-comment"># --- ACTIVITY 11: Bank Transfer File Generated ---
        class=class="hl-string">"hl-comment"># Distribution file generation
        dist_time = pay_record.get(class="hl-string">'distribution', {}).get(class="hl-string">'fileGenerationDateTime')
        add_event(class="hl-string">"Bank Transfer File Generated", dist_time)

        class=class="hl-string">"hl-comment"># --- ACTIVITY 12: Payment Executed ---
        class=class="hl-string">"hl-comment"># The actual check date or payment date
        pay_date = pay_record.get(class="hl-string">'paymentDate')
        class=class="hl-string">"hl-comment"># Convert date-only string to datetime (assuming 9 AM local)
        if pay_date:
            pay_dt_time = fclass="hl-string">"{pay_date}T09:00:00"
            add_event(class="hl-string">"Payment Executed", pay_dt_time)

        class=class="hl-string">"hl-comment"># --- ACTIVITY 13: Pay Slip Published ---
        class=class="hl-string">"hl-comment"># Usually available on Check Date
        class=class="hl-string">"hl-comment"># Or specific class="hl-string">'publicationDate' if available
        pub_date = pay_record.get(class="hl-string">'payStatementAvailableDateTime')
        if not pub_date and pay_date:
             pub_date = fclass="hl-string">"{pay_date}T08:00:00"
        add_event(class="hl-string">"Pay Slip Published", pub_date)

        class=class="hl-string">"hl-comment"># --- ACTIVITY 14: Tax Filing Completed ---
        class=class="hl-string">"hl-comment"># Tax filing status date
        tax_file_time = pay_record.get(class="hl-string">'taxFiling', {}).get(class="hl-string">'completionDateTime')
        add_event(class="hl-string">"Tax Filing Completed", tax_file_time)

        class=class="hl-string">"hl-comment"># --- ACTIVITY 15: Retrospective Adjustment Posted ---
        class=class="hl-string">"hl-comment"># Check if this record is marked as a retro adjustment
        is_retro = pay_record.get(class="hl-string">'isRetroactive', False)
        if is_retro:
            retro_time = pay_record.get(class="hl-string">'postingDateTime', calc_time)
            add_event(class="hl-string">"Retrospective Adjustment Posted", retro_time, retro=True)

    return pd.DataFrame(event_log)

class=class="hl-string">"hl-comment"># === EXECUTION ===
if __name__ == class="hl-string">"__main__":
    class=class="hl-string">"hl-comment"># 1. Authenticate
    token = get_access_token()
    
    if token:
        class=class="hl-string">"hl-comment"># 2. Fetch Data
        print(class="hl-string">"Fetching Payroll Data...")
        class=class="hl-string">"hl-comment"># Filter for last 90 days - example
        payroll_raw = fetch_adp_data(PAYROLL_API_URL, token)
        
        print(class="hl-string">"Fetching Time Data...")
        time_raw = fetch_adp_data(TIME_API_URL, token)
        
        class=class="hl-string">"hl-comment"># 3. Transform
        print(class="hl-string">"Generating Event Log...")
        df_events = generate_event_log(payroll_raw, time_raw)
        
        class=class="hl-string">"hl-comment"># 4. Export
        if not df_events.empty:
            class=class="hl-string">"hl-comment"># Ensure timestamp format
            df_events[class="hl-string">'EventDateTime'] = pd.to_datetime(df_events[class="hl-string">'EventDateTime']).dt.strftime(class="hl-string">'%Y-%m-%d %H:%M:%S')
            df_events.to_csv(OUTPUT_FILENAME, index=False)
            print(fclass="hl-string">"Success! Event log written to {OUTPUT_FILENAME} with {len(df_events)} rows.")
        else:
            print(class="hl-string">"No events generated.")

/* 
ADP Workforce Now does not accept SQL queries from end-users. 
The following configuration block represents the Transformation Logic required to convert the ADP Custom Report export (Wide Format) into the Process Mining Event Log (Long Format).

Input Source: ADP_Custom_Payroll_Export.csv
Logic Language: Pseudo-ETL/Config
*/

TRANSFORMATION_CONFIG {

  GLOBAL_SETTINGS {
    SOURCE_SYSTEM: "ADP Workforce Now"
    CASE_ID_FORMULA: CONCATENATE(Field_AssociateID, "-", Field_PayPeriodNumber, "-", Field_Year)
    LAST_DATA_UPDATE: SYSTEM_TIMESTAMP()
  }

  ACTIVITY_MAPPING_RULES {

    /* 1. Time Sheet Submitted */
    RULE "Time Sheet Submitted" {
      IF Field_Timecard_Submit_Date IS NOT NULL THEN
        CREATE_EVENT(
          ACTIVITY: "Time Sheet Submitted",
          TIMESTAMP: Field_Timecard_Submit_Date,
          ATTRIBUTES: [PayrollSpecialistName: Field_Timecard_User, IsManualIntervention: "False"]
        )
    }

    /* 2. Time Sheet Approved */
    RULE "Time Sheet Approved" {
      IF Field_Timecard_Approval_Date IS NOT NULL THEN
        CREATE_EVENT(
          ACTIVITY: "Time Sheet Approved",
          TIMESTAMP: Field_Timecard_Approval_Date,
          ATTRIBUTES: [PayrollSpecialistName: Field_Manager_Name, IsManualIntervention: "True"]
        )
    }

    /* 3. Payroll Record Initialized */
    RULE "Payroll Record Initialized" {
      IF Field_Pay_Period_Start_Date IS NOT NULL THEN
        CREATE_EVENT(
          ACTIVITY: "Payroll Record Initialized",
          TIMESTAMP: Field_Pay_Period_Start_Date,
          ATTRIBUTES: [PayGroupCode: Field_PayGroup, IsRetrospective: "False"]
        )
    }

    /* 4. Incentive Data Imported */
    RULE "Incentive Data Imported" {
      IF Field_Import_Batch_Date IS NOT NULL AND Field_Batch_Type == "Import" THEN
        CREATE_EVENT(
          ACTIVITY: "Incentive Data Imported",
          TIMESTAMP: Field_Import_Batch_Date,
          ATTRIBUTES: [IsManualIntervention: "False"]
        )
    }

    /* 5. Gross Pay Calculated */
    RULE "Gross Pay Calculated" {
      IF Field_Calc_DateTime IS NOT NULL THEN
        CREATE_EVENT(
          ACTIVITY: "Gross Pay Calculated",
          TIMESTAMP: Field_Calc_DateTime,
          ATTRIBUTES: [GrossPayAmount: Field_Gross_Pay, DepartmentCode: Field_Home_Dept]
        )
    }

    /* 6. Benefits Deductions Applied */
    RULE "Benefits Deductions Applied" {
      /* Often occurs simultaneous to Calc, adding 1 second for logical sort */
      IF Field_Calc_DateTime IS NOT NULL AND Field_Total_Deductions > 0 THEN
        CREATE_EVENT(
          ACTIVITY: "Benefits Deductions Applied",
          TIMESTAMP: DATE_ADD(Field_Calc_DateTime, 1, "SECOND"),
          ATTRIBUTES: [GrossPayAmount: Field_Gross_Pay]
        )
    }

    /* 7. Audit Exception Flagged */
    RULE "Audit Exception Flagged" {
      IF Field_Error_Message_Timestamp IS NOT NULL THEN
        CREATE_EVENT(
          ACTIVITY: "Audit Exception Flagged",
          TIMESTAMP: Field_Error_Message_Timestamp,
          ATTRIBUTES: [IsManualIntervention: "False"]
        )
    }

    /* 8. Data Correction Performed */
    RULE "Data Correction Performed" {
      IF Field_Audit_Change_Date IS NOT NULL THEN
        CREATE_EVENT(
          ACTIVITY: "Data Correction Performed",
          TIMESTAMP: Field_Audit_Change_Date,
          ATTRIBUTES: [PayrollSpecialistName: Field_Audit_User, IsManualIntervention: "True"]
        )
    }

    /* 9. Payroll Result Previewed */
    RULE "Payroll Result Previewed" {
      IF Field_Preview_Run_DateTime IS NOT NULL THEN
        CREATE_EVENT(
          ACTIVITY: "Payroll Result Previewed",
          TIMESTAMP: Field_Preview_Run_DateTime,
          ATTRIBUTES: [IsManualIntervention: "True"]
        )
    }

    /* 10. Payroll Record Approved */
    RULE "Payroll Record Approved" {
      IF Field_Finalize_DateTime IS NOT NULL THEN
        CREATE_EVENT(
          ACTIVITY: "Payroll Record Approved",
          TIMESTAMP: Field_Finalize_DateTime,
          ATTRIBUTES: [PayrollSpecialistName: Field_Finalizer_User, IsManualIntervention: "True"]
        )
    }

    /* 11. Bank Transfer File Generated */
    RULE "Bank Transfer File Generated" {
      /* Logic: Usually occurs 2 hours after Finalize or at specific cutoff */
      IF Field_ACH_File_Date IS NOT NULL THEN
        CREATE_EVENT(
          ACTIVITY: "Bank Transfer File Generated",
          TIMESTAMP: Field_ACH_File_Date,
          ATTRIBUTES: [IsManualIntervention: "False"]
        )
    }

    /* 12. Payment Executed */
    RULE "Payment Executed" {
      IF Field_Check_Date IS NOT NULL THEN
        CREATE_EVENT(
          ACTIVITY: "Payment Executed",
          TIMESTAMP: Field_Check_Date,
          ATTRIBUTES: [GrossPayAmount: Field_Gross_Pay, IsRetrospective: "False"]
        )
    }

    /* 13. Pay Slip Published */
    RULE "Pay Slip Published" {
      IF Field_Advice_Available_Date IS NOT NULL THEN
        CREATE_EVENT(
          ACTIVITY: "Pay Slip Published",
          TIMESTAMP: Field_Advice_Available_Date,
          ATTRIBUTES: [IsManualIntervention: "False"]
        )
    }

    /* 14. Tax Filing Completed */
    RULE "Tax Filing Completed" {
      IF Field_Tax_Filing_Confirmation_Date IS NOT NULL THEN
        CREATE_EVENT(
          ACTIVITY: "Tax Filing Completed",
          TIMESTAMP: Field_Tax_Filing_Confirmation_Date,
          ATTRIBUTES: [TaxJurisdictionCode: Field_Tax_State, IsManualIntervention: "False"]
        )
    }

    /* 15. Retrospective Adjustment Posted */
    RULE "Retrospective Adjustment Posted" {
      IF Field_Adjustment_Run_Date IS NOT NULL AND Field_Run_Type == "Adjustment" THEN
        CREATE_EVENT(
          ACTIVITY: "Retrospective Adjustment Posted",
          TIMESTAMP: Field_Adjustment_Run_Date,
          ATTRIBUTES: [IsRetrospective: "True", IsManualIntervention: "True"]
        )
    }
  }
}