diff --git a/models/helper.go b/models/helper.go
index 1f12a85..e637b0d 100644
--- a/models/helper.go
+++ b/models/helper.go
@@ -127,7 +127,7 @@ func QueryFilterByConceptDefHelper2(query *gorm.DB, sourceId int, filterConceptD
 // Returns the temp table name.
 func TransformDataIntoTempTable(query *gorm.DB, filterConceptDef utils.CustomConceptVariableDef) (string, error) {
 	// Generate a unique hash key based on the query and transformation
-	querySQL, _ := utils.ToSQL(query)
+	querySQL := utils.ToSQL(query)
 	queryKey := fmt.Sprintf("%s|%s", querySQL, filterConceptDef.Transformation)
 	cacheKey := utils.GenerateHash(queryKey) // Assuming utils.GenerateHash exists for creating unique keys.
 
diff --git a/utils/db.go b/utils/db.go
index bc72721..860d565 100644
--- a/utils/db.go
+++ b/utils/db.go
@@ -2,16 +2,13 @@ package utils
 
 import (
 	"context"
-	"fmt"
 	"log"
-	"regexp"
 	"strings"
 	"time"
 
 	"gorm.io/driver/postgres"
 	"gorm.io/driver/sqlserver"
 	"gorm.io/gorm"
-	"gorm.io/gorm/clause"
 	"gorm.io/gorm/schema"
 )
 
@@ -83,79 +80,11 @@ func (h DbAndSchema) GetViewDirective() string {
 		return ""
 	}
 }
-func ToSQL2(query *gorm.DB) (string, error) {
+func ToSQL(query *gorm.DB) string {
 	// Use db.ToSQL to generate the SQL string for the existing query
 	sql := query.ToSQL(func(tx *gorm.DB) *gorm.DB {
 		return tx.Session(&gorm.Session{DryRun: true}).Find([]interface{}{})
 	})
 
-	return sql, nil
-}
-
-func ToSQL(query *gorm.DB) (string, error) {
-	//var dummy []interface{}
-	//log.Printf("Statement.SQL: %s", query.Statement.SQL.String())
-	log.Printf("TableExpr.SQL: %s", query.Statement.TableExpr.SQL)
-	log.Printf("Clauses: %+v", query.Statement.Clauses) // TODO - REMOVE?
-	//sqlString := query.Session(&gorm.Session{DryRun: true}).Find(&dummy).Statement.SQL.String()
-	// if sqlString == "" {
-	// 	sqlString, _ = ToSQL2(query)
-	// }
-	sqlString2, _ := ToSQL2(query)
-	log.Printf("Statement.SQL: %s", sqlString2)
-
-	//interpolatedSQL, err := InterpolateSQL(query, sqlString2)
-
-	return sqlString2, nil
-}
-
-// Replaces placeholders in SQL with actual values,
-// exploring all potential variable sources in the GORM query object.
-func InterpolateSQL(query *gorm.DB, sqlString string) (string, error) {
-
-	// Collect variables from query.Statement.TableExpr.Vars
-	allVars := query.Statement.TableExpr.Vars
-
-	// Collect variables from query.Statement.Clauses
-	for _, c := range query.Statement.Clauses {
-		if len(c.Expression.(clause.Where).Exprs) > 0 {
-			for _, expr := range c.Expression.(clause.Where).Exprs {
-				switch v := expr.(type) {
-				case clause.Expr:
-					allVars = append(allVars, v.Vars...)
-				}
-			}
-		}
-	}
-
-	// Use regular expression to find all occurrences of placeholders like $1, $2, etc.
-	placeholderRegex := regexp.MustCompile(`\$(\d+)`)
-	placeholders := placeholderRegex.FindAllString(sqlString, -1)
-
-	// Check if the number of placeholders matches the length of allVars
-	if len(placeholders) != len(allVars) {
-		return "", fmt.Errorf("mismatch between number of placeholders (%d) and number of variables (%d)", len(placeholders), len(allVars))
-	}
-
-	// Replace placeholders ($1, $2, etc.) with actual variable values
-	resultSQL := sqlString
-	for i, v := range allVars {
-		placeholder := fmt.Sprintf("$%d", i+1)
-		var value string
-
-		// Handle different variable types
-		switch val := v.(type) {
-		case string:
-			value = fmt.Sprintf("'%s'", val) // Wrap strings in quotes
-		case int, int64, float64:
-			value = fmt.Sprintf("%v", val) // Numeric values
-		case nil:
-			value = "NULL" // NULL values
-		default:
-			value = fmt.Sprintf("'%v'", val) // Fallback for other types
-		}
-		// Replace the placeholder with the actual value
-		resultSQL = strings.Replace(resultSQL, placeholder, value, 1)
-	}
-	return resultSQL, nil
+	return sql
 }