.gitignore

@@ -1,216 +0,0 @@
-# Byte-compiled / optimized / DLL files
-__pycache__/
-*.py[codz]
-*$py.class
-
-# C extensions
-*.so
-
-# Distribution / packaging
-.Python
-build/
-develop-eggs/
-dist/
-downloads/
-eggs/
-.eggs/
-lib/
-lib64/
-parts/
-sdist/
-var/
-wheels/
-share/python-wheels/
-*.egg-info/
-.installed.cfg
-*.egg
-MANIFEST
-
-# PyInstaller
-#   Usually these files are written by a python script from a template
-#   before PyInstaller builds the exe, so as to inject date/other infos into it.
-*.manifest
-*.spec
-
-# Installer logs
-pip-log.txt
-pip-delete-this-directory.txt
-
-# Unit test / coverage reports
-htmlcov/
-.tox/
-.nox/
-.coverage
-.coverage.*
-.cache
-nosetests.xml
-coverage.xml
-*.cover
-*.py.cover
-.hypothesis/
-.pytest_cache/
-cover/
-
-# Translations
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-
-# Django stuff:
-*.log
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-db.sqlite3
-db.sqlite3-journal
-
-# Flask stuff:
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-.scrapy
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-#   commonly ignored for libraries.
-#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
-# poetry.lock
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-.pdm-python
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-.pixi
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controller.py

@@ -62,10 +62,6 @@ def settlement_prediction(business_code, cons_code):
 
     # fill lists
     for row in monitoring_record:
-        # DB 값이 NULL(None)이면 건너뜀 (에러 방지)
-        if row[0] is None or row[1] is None or row[2] is None:
-            continue
-
         settlement.append(float(row[0]))
         surcharge.append(float(row[1]))
         time.append(float(row[2]))

settle_prediction_steps_main.py

@@ -124,13 +124,8 @@ def run_settle_prediction(point_name, np_time, np_surcharge, np_settlement,
             step_end_index_adjust.append((step_end_index[i]))
 
     #  성토 시작 및 끝 인덱스 리스트 업데이트
-    # 필터링 된 단계가 하나라도 있을 때만 업데이트 (없으면 기존 단계 유지)
+    step_start_index = step_start_index_adjust
-    if len(step_start_index_adjust) > 0:
+    step_end_index = step_end_index_adjust
-        step_start_index = step_start_index_adjust
-        step_end_index = step_end_index_adjust
-    else:
-        # 디버깅용 출력 (선택 사항)
-        print("[Warning] No valid steps found after adjustment. Using original steps.")
 
     # 침하 예측을 수행할 단계 설정 (현재 끝에서 2단계 이용)
     step_start_index = step_start_index[-2:]
@@ -159,11 +154,6 @@ def run_settle_prediction(point_name, np_time, np_surcharge, np_settlement,
         if day > final_step_predict_end_date:
             final_step_predict_end_index = count - 1
             break
-            
-    # 인덱스를 찾지 못했을 경우(예: 마지막 데이터까지 모두 사용하는 경우) 
-    # -1로 남아있으면 배열 길이 차이로 에러가 발생하므로, 전체 데이터 길이로 설정
-    if final_step_predict_end_index == -1:
-        final_step_predict_end_index = final_index
 
     # 마지막 성토 단계, 마지막 계측 시점 인덱스 업데이트
     final_step_monitor_end_index = step_end_index[num_steps - 1]
@@ -282,12 +272,7 @@ def run_settle_prediction(point_name, np_time, np_surcharge, np_settlement,
     x_hyper_nonlinear = res_lsq_hyper_nonlinear.x
 
     # 가중 비선형 쌍곡선 가중치 산정
-    # 시간 합계가 0인 경우(데이터 부족 등) 0으로 나누는 에러 방지
+    weight = tm_hyper / np.sum(tm_hyper)
-    sum_tm = np.sum(tm_hyper)
-    if sum_tm == 0:
-        weight = np.ones_like(tm_hyper) # 가중치를 모두 1로 설정
-    else:
-        weight = tm_hyper / sum_tm
 
     # 회귀분석 시행 (가중 비선형 쌍곡선)
     x0 = np.ones(2)