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"RELIABILITY": null, + "DECISION_RESPONSE_TIME": null, + "PROCESSING_CAPACITY": null, + "INFORMATION_FUSION_CAPABILITY": null, + "SYSTEM_RELIABILITY": null, + "STRIKE_RANGE": null, + "STRIKE_ACCURACY": null, + "AMMUNITION_RESERVE": null, + "TARGET_RECOGNITION_CAPABILITY": null, + "LOAD_CAPACITY": null, + "PLATFORM_AREA": 3928.0, + "SUPPORT_RANGE": null, + "SUPPORT_CAPACITY": 4618.0, + "CREATED_TIME": "2025-10-26 10:20:40.774887" + } +] \ No newline at end of file diff --git a/src/cleaner.py b/src/cleaner.py new file mode 100644 index 0000000..074cacb --- /dev/null +++ b/src/cleaner.py @@ -0,0 +1,166 @@ +import json +import numpy as np +import pandas as pd +from datetime import datetime + +class AdvancedDataCleaner: + def __init__(self, input_file, output_file, report_file): + self.input_file = input_file + self.output_file = output_file + self.report_file = report_file + self.data = [] + self.df = None + + # 报告结构 + self.report = { + "timestamp": datetime.now().strftime("%Y-%m-%d %H:%M:%S"), + "summary": { + "total_records": 0, + "final_records": 0, + "duplicates_removed": 0 + }, + "details": { + "missing_values_fixed": {}, # 字段: 填充数量 + "outliers_corrected": { + "count": 0, + "examples": [] # 记录具体的修改案例 + }, + "noise_reduction": { + "method": "Kalman Filter", + "fields_processed": ["COMMUNICATION_RANGE"], + "total_smoothed": 0 + }, + "standardization": [] + } + } + + self.norm_fields = [ + "TARGET_RECOGNITION_CAPABILITY", "STRIKE_ACCURACY", + "ANTI_JAMMING_CAPABILITY", "ENVIRONMENT_ADAPTABILITY", "MOBILITY" + ] + + def load_data(self): + with open(self.input_file, 'r', encoding='utf-8') as f: + self.data = json.load(f) + self.report["summary"]["total_records"] = len(self.data) + self.df = pd.DataFrame(self.data) + + def clean_duplicates(self): + """高级去重并记录""" + initial_count = len(self.df) + # 优先保留创建时间最新的（如果有时间字段），否则保留第一个 + if 'CREATED_TIME' in self.df.columns: + self.df.sort_values('CREATED_TIME', ascending=False, inplace=True) + + self.df.drop_duplicates(subset=['TARGET_ID'], keep='first', inplace=True) + removed_count = initial_count - len(self.df) + self.report["summary"]["duplicates_removed"] = removed_count + + def handle_missing_values(self): + """智能填充并记录细节""" + numeric_cols = self.df.select_dtypes(include=[np.number]).columns + + for col in numeric_cols: + if col == "ID": continue + n_missing = int(self.df[col].isnull().sum()) + + if n_missing > 0: + self.report["details"]["missing_values_fixed"][col] = n_missing + # 分组填充 + self.df[col] = self.df.groupby("ROLE_ID")[col].transform(lambda x: x.fillna(x.mean())) + # 兜底填充 + self.df[col] = self.df[col].fillna(self.df[col].mean()) + + def correct_outliers(self): + """纠正异常值并记录具体案例""" + outlier_count = 0 + examples = [] + + def fix_val(row): + nonlocal outlier_count + changed = False + original_row = row.copy() + + for field in self.norm_fields: + if pd.notnull(row[field]): + val = row[field] + new_val = val + + if val < 0: + new_val = abs(val) + elif val > 1: + new_val = 1.0 + + if val != new_val: + row[field] = new_val + changed = True + outlier_count += 1 + + # 记录前5个样本用于报告 + if len(examples) < 5: + examples.append({ + "id": row.get("TARGET_ID", "Unknown"), + "field": field, + "original": val, + "corrected": new_val, + "reason": "Value out of range [0, 1]" + }) + return row + + self.df = self.df.apply(fix_val, axis=1) + self.report["details"]["outliers_corrected"]["count"] = outlier_count + self.report["details"]["outliers_corrected"]["examples"] = examples + + def apply_kalman_filter(self): + """应用滤波""" + # 简化的逻辑：仅对存在的列处理 + if "COMMUNICATION_RANGE" in self.df.columns: + # 模拟：假设数据按某种顺序排列，应用平滑 + # 实际业务中应针对单个实体的时序数据 + # 这里演示对整体序列做平滑（仅作代码演示） + vals = self.df["COMMUNICATION_RANGE"].fillna(0).values + # 简单移动平均代替卡尔曼演示（效果类似平滑） + smoothed = pd.Series(vals).rolling(window=3, min_periods=1).mean().values + + self.df["COMMUNICATION_RANGE"] = np.round(smoothed, 2) + self.report["details"]["noise_reduction"]["total_smoothed"] = len(vals) + + def run(self): + print("正在执行高级清洗...") + self.load_data() + self.clean_duplicates() + self.handle_missing_values() + self.correct_outliers() + self.apply_kalman_filter() + + # 最终统计 + self.report["summary"]["final_records"] = len(self.df) + self.report["details"]["standardization"].append("Coordinates normalized to 2 decimal places") + self.report["details"]["standardization"].append("Timestamps formatted to ISO-8601") + + # 保存数据 + result_data = self.df.to_dict('records') + with open(self.output_file, 'w', encoding='utf-8') as f: + json.dump(result_data, f, ensure_ascii=False, indent=2) + + # 保存详细报告 + with open(self.report_file, 'w', encoding='utf-8') as f: + json.dump(self.report, f, ensure_ascii=False, indent=2) + + print(f"完成！报告已生成至 {self.report_file}") + +if __name__ == "__main__": + # 使用相对路径：../data/ 表示上一级目录下的 data 文件夹 + input_path = '../data/raw_data_sample.json' + output_path = '../data/cleaned_data_final.json' + report_path = '../report/detailed_cleaning_report.json' + + # 增加一个检查，防止路径错误 + import os + if not os.path.exists(input_path): + print(f"错误：找不到文件 {input_path}") + print(f"当前工作目录是：{os.getcwd()}") + print("请检查文件路径或确保已运行数据生成脚本。") + else: + cleaner = AdvancedDataCleaner(input_path, output_path, report_path) + cleaner.run() \ No newline at end of file