diff --git a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/InferenceResultRepositoryImpl.java b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/InferenceResultRepositoryImpl.java
index 1e6bcc15..a3a5d350 100644
--- a/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/InferenceResultRepositoryImpl.java
+++ b/src/main/java/com/kamco/cd/kamcoback/postgres/repository/Inference/InferenceResultRepositoryImpl.java
@@ -19,15 +19,19 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
   private final EntityManager em;
 
   private final QMapSheetAnalInferenceEntity inferenceEntity =
-      QMapSheetAnalInferenceEntity.mapSheetAnalInferenceEntity;
+    QMapSheetAnalInferenceEntity.mapSheetAnalInferenceEntity;
 
-  /** tb_map_sheet_anal_data_inference */
+  /**
+   * tb_map_sheet_anal_data_inference
+   */
   private final QMapSheetAnalDataInferenceEntity inferenceDataEntity =
-      QMapSheetAnalDataInferenceEntity.mapSheetAnalDataInferenceEntity;
+    QMapSheetAnalDataInferenceEntity.mapSheetAnalDataInferenceEntity;
 
-  /** tb_map_sheet_anal_data_inference_geom */
+  /**
+   * tb_map_sheet_anal_data_inference_geom
+   */
   private final QMapSheetAnalDataInferenceGeomEntity inferenceGeomEntity =
-      QMapSheetAnalDataInferenceGeomEntity.mapSheetAnalDataInferenceGeomEntity;
+    QMapSheetAnalDataInferenceGeomEntity.mapSheetAnalDataInferenceGeomEntity;
 
   // ===============================
   // Upsert (Native only)
@@ -36,7 +40,7 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
   @Override
   public Long upsertGroupsFromMapSheetAnal(Long id) {
     String sql =
-        """
+      """
         INSERT INTO tb_map_sheet_anal_inference (
             stage,
             compare_yyyy,
@@ -77,8 +81,7 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
   }
 
   /**
-   * inference_results 테이블을 기준으로 분석 데이터 단위(stage, compare_yyyy, target_yyyy, map_sheet_num)를
-   * 생성/갱신한다.
+   * inference_results 테이블을 기준으로 분석 데이터 단위(stage, compare_yyyy, target_yyyy, map_sheet_num)를 생성/갱신한다.
    *
    * <p>- 최초 생성 시 file_created_yn = false - detecting_cnt는 inference_results 건수 기준
    *
@@ -88,7 +91,7 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
   public void upsertGroupsFromInferenceResults(Long analId) {
 
     String sql =
-        """
+      """
         INSERT INTO tb_map_sheet_anal_data_inference (
             anal_uid,
             compare_yyyy,
@@ -144,7 +147,7 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
   public void upsertGeomsFromInferenceResults(Long analUid) {
 
     String sql =
-        """
+      """
           INSERT INTO tb_map_sheet_anal_data_inference_geom (
             result_uid,
             stage,
@@ -184,9 +187,9 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
             SELECT
                 r.uid AS result_uid,
                 msadi.stage,
-                r.cd_prob,
-                r.input1 AS compare_yyyy,
-                r.input2 AS target_yyyy,
+                r.after_p as cd_prob,
+                msl.compare_yyyy,
+                msl.target_yyyy,
                 CASE
                   WHEN r.map_id ~ '^[0-9]+$' THEN r.map_id::bigint
                   ELSE NULL
@@ -239,7 +242,7 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
   public void upsertSttcFromInferenceResults(Long analUid) {
 
     String sql =
-        """
+      """
         INSERT INTO tb_map_sheet_anal_sttc
         (
           compare_yyyy
@@ -324,22 +327,22 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
   public List<Long> findPendingDataUids(int limit, Long learnId) {
 
     return queryFactory
-        .select(inferenceDataEntity.id)
-        .from(inferenceEntity)
-        .innerJoin(inferenceDataEntity)
-        .on(inferenceEntity.id.eq(inferenceDataEntity.analUid))
-        .where(
-            inferenceEntity
-                .learnId
-                .eq(learnId)
-                .and(
-                    inferenceDataEntity
-                        .fileCreatedYn
-                        .isFalse()
-                        .or(inferenceDataEntity.fileCreatedYn.isNull())))
-        .orderBy(inferenceDataEntity.id.asc())
-        .limit(limit)
-        .fetch();
+      .select(inferenceDataEntity.id)
+      .from(inferenceEntity)
+      .innerJoin(inferenceDataEntity)
+      .on(inferenceEntity.id.eq(inferenceDataEntity.analUid))
+      .where(
+        inferenceEntity
+          .learnId
+          .eq(learnId)
+          .and(
+            inferenceDataEntity
+              .fileCreatedYn
+              .isFalse()
+              .or(inferenceDataEntity.fileCreatedYn.isNull())))
+      .orderBy(inferenceDataEntity.id.asc())
+      .limit(limit)
+      .fetch();
   }
 
   // ===============================
@@ -358,13 +361,13 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
     ZonedDateTime now = ZonedDateTime.now();
 
     return (int)
-        queryFactory
-            .update(inferenceDataEntity)
-            .set(inferenceDataEntity.fileCreatedYn, false)
-            .set(inferenceDataEntity.fileCreatedDttm, (ZonedDateTime) null)
-            .set(inferenceDataEntity.updatedDttm, now)
-            .where(inferenceDataEntity.id.eq(dataUid))
-            .execute();
+      queryFactory
+        .update(inferenceDataEntity)
+        .set(inferenceDataEntity.fileCreatedYn, false)
+        .set(inferenceDataEntity.fileCreatedDttm, (ZonedDateTime) null)
+        .set(inferenceDataEntity.updatedDttm, now)
+        .where(inferenceDataEntity.id.eq(dataUid))
+        .execute();
   }
 
   /**
@@ -377,13 +380,13 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
     ZonedDateTime now = ZonedDateTime.now();
 
     return (int)
-        queryFactory
-            .update(inferenceDataEntity)
-            .set(inferenceDataEntity.fileCreatedYn, true)
-            .set(inferenceDataEntity.fileCreatedDttm, now)
-            .set(inferenceDataEntity.updatedDttm, now)
-            .where(inferenceDataEntity.id.eq(dataUid))
-            .execute();
+      queryFactory
+        .update(inferenceDataEntity)
+        .set(inferenceDataEntity.fileCreatedYn, true)
+        .set(inferenceDataEntity.fileCreatedDttm, now)
+        .set(inferenceDataEntity.updatedDttm, now)
+        .where(inferenceDataEntity.id.eq(dataUid))
+        .execute();
   }
 
   /**
@@ -396,13 +399,13 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
     ZonedDateTime now = ZonedDateTime.now();
 
     return (int)
-        queryFactory
-            .update(inferenceGeomEntity)
-            .set(inferenceGeomEntity.fileCreatedYn, false)
-            .set(inferenceGeomEntity.fileCreatedDttm, (ZonedDateTime) null)
-            .set(inferenceGeomEntity.updatedDttm, now)
-            .where(inferenceGeomEntity.dataUid.eq(dataUid))
-            .execute();
+      queryFactory
+        .update(inferenceGeomEntity)
+        .set(inferenceGeomEntity.fileCreatedYn, false)
+        .set(inferenceGeomEntity.fileCreatedDttm, (ZonedDateTime) null)
+        .set(inferenceGeomEntity.updatedDttm, now)
+        .where(inferenceGeomEntity.dataUid.eq(dataUid))
+        .execute();
   }
 
   /**
@@ -420,13 +423,13 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
     ZonedDateTime now = ZonedDateTime.now();
 
     return (int)
-        queryFactory
-            .update(inferenceGeomEntity)
-            .set(inferenceGeomEntity.fileCreatedYn, true)
-            .set(inferenceGeomEntity.fileCreatedDttm, now)
-            .set(inferenceGeomEntity.updatedDttm, now)
-            .where(inferenceGeomEntity.geoUid.in(geoUids))
-            .execute();
+      queryFactory
+        .update(inferenceGeomEntity)
+        .set(inferenceGeomEntity.fileCreatedYn, true)
+        .set(inferenceGeomEntity.fileCreatedDttm, now)
+        .set(inferenceGeomEntity.updatedDttm, now)
+        .where(inferenceGeomEntity.geoUid.in(geoUids))
+        .execute();
   }
 
   // ===============================
@@ -440,18 +443,18 @@ public class InferenceResultRepositoryImpl implements InferenceResultRepositoryC
    */
   @Override
   public List<MapSheetAnalDataInferenceGeomEntity> findGeomEntitiesByDataUid(
-      Long dataUid, int limit) {
+    Long dataUid, int limit) {
     return queryFactory
-        .selectFrom(inferenceGeomEntity)
-        .where(
-            inferenceGeomEntity.dataUid.eq(dataUid),
-            inferenceGeomEntity.geom.isNotNull(),
-            inferenceGeomEntity
-                .fileCreatedYn
-                .isFalse()
-                .or(inferenceGeomEntity.fileCreatedYn.isNull()))
-        .orderBy(inferenceGeomEntity.geoUid.asc())
-        .limit(limit)
-        .fetch();
+      .selectFrom(inferenceGeomEntity)
+      .where(
+        inferenceGeomEntity.dataUid.eq(dataUid),
+        inferenceGeomEntity.geom.isNotNull(),
+        inferenceGeomEntity
+          .fileCreatedYn
+          .isFalse()
+          .or(inferenceGeomEntity.fileCreatedYn.isNull()))
+      .orderBy(inferenceGeomEntity.geoUid.asc())
+      .limit(limit)
+      .fetch();
   }
 }