新增修改
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94
final/report/detailed_cleaning_report.json
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94
final/report/detailed_cleaning_report.json
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{
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"timestamp": "2026-04-23 12:20:15",
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"summary": {
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"total_records": 210,
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"final_records": 200,
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"duplicates_removed": 10
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},
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"details": {
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"missing_values_fixed": {
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"X": 2,
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"Y": 5,
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"WEIGHT": 126,
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"AREA": 126,
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"DETECTION_RANGE": 166,
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"DETECTION_ACCURACY": 166,
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"REFRESH_RATE": 166,
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"TRANSMISSION_DELAY": 135,
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"RELIABILITY": 166,
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"DECISION_RESPONSE_TIME": 169,
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"PROCESSING_CAPACITY": 169,
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"INFORMATION_FUSION_CAPABILITY": 169,
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"SYSTEM_RELIABILITY": 169,
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"STRIKE_RANGE": 126,
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"STRIKE_ACCURACY": 126,
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"AMMUNITION_RESERVE": 126,
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"TARGET_RECOGNITION_CAPABILITY": 126,
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"LOAD_CAPACITY": 159,
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"PLATFORM_AREA": 180,
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"SUPPORT_RANGE": 159,
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"SUPPORT_CAPACITY": 139
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},
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"outliers_corrected": {
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"count": 59,
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"examples": [
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{
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"id": "FS-法-协同打-144",
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"field": "TARGET_RECOGNITION_CAPABILITY",
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"original": 1.1645873020580773,
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"corrected": 1.0,
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"reason": "Value out of range [0, 1]"
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},
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{
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"id": "FS-法-协同打-144",
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"field": "STRIKE_ACCURACY",
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"original": 1.2863907411837974,
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"corrected": 1.0,
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"reason": "Value out of range [0, 1]"
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},
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{
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"id": "FS-美-火力打-156",
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"field": "TARGET_RECOGNITION_CAPABILITY",
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"original": -0.8869593801185574,
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"corrected": 0.8869593801185574,
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"reason": "Value out of range [0, 1]"
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},
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{
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"id": "FS-俄-协同打-061",
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"field": "TARGET_RECOGNITION_CAPABILITY",
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"original": 1.1931823083468704,
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"corrected": 1.0,
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"reason": "Value out of range [0, 1]"
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},
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{
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"id": "FS-美-协同打-121",
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"field": "STRIKE_ACCURACY",
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"original": 1.439367437550393,
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"corrected": 1.0,
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"reason": "Value out of range [0, 1]"
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}
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]
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},
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"noise_reduction": {
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"method": "Kalman Filter",
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"fields_processed": [
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"COMMUNICATION_RANGE"
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],
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"total_smoothed": 200
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},
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"standardization": [
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"Coordinates normalized to 2 decimal places",
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"Timestamps formatted to ISO-8601",
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"Attributes aligned to 1125 schema (format + content)"
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],
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"attribute_alignment": {
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"enabled": true,
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"format_errors_by_field": {},
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"content_errors_by_field": {},
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"records_with_errors": 0,
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"aligned_count": 200,
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"transformed_count": 200,
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"samples": []
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}
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}
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}
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