forked from amkovkov/GranuSightSoftware2
feat: add ResultsExporter
move results postprocessing to separate class fix few typos
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using MathNet.Numerics.Statistics;
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using GSS2.Core.Analysis.AmineContent.Database;
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using GSS2.Core.Extensions;
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namespace GSS2.Core.Analysis.AmineContent;
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public static class ResultsPostProcessor
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{
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public const double UNPROCESSED_THRESHOLD = 0.5;
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public const double HOTSPOT_THRESHOLD = 1.2;
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public const double EPSILON = 1e-10;
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public const double UNPROCESSED_FRACTION_THRESHOLD = 10;
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public static (
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int particlesCount,
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List<float[]> values,
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List<double[]> normalizedValues,
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List<double> processedAreas,
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List<double> unprocessedAreas,
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List<double> hotspotAreas,
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List<double> opticalIntegrals,
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List<double> innerStdDevs,
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List<double> innerHeterogeneities,
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double meanProcessedArea,
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double processedAreaP10,
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double processedAreaP50,
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double processedAreaP90,
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double processedAreaStdDev,
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double interHeterogeneity,
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double processedAreaDeltaP90P10,
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double unprocessedFraction,
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double meanInnerHeterogeneity,
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double meanInnerStdDev,
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double meanHotspotArea,
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double meanOpticalIntegral
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) PostProcess(ResultRecord record) => PostProcess(record.ValueData, record.ValueCount, record.MixtureNormalRate);
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public static (
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int particlesCount,
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List<float[]> values,
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List<double[]> normalizedValues,
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List<double> processedAreas,
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List<double> unprocessedAreas,
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List<double> hotspotAreas,
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List<double> opticalIntegrals,
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List<double> innerStdDevs,
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List<double> innerHeterogeneities,
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double meanProcessedArea,
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double processedAreaP10,
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double processedAreaP50,
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double processedAreaP90,
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double processedAreaStdDev,
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double interHeterogeneity,
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double processedAreaDeltaP90P10,
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double unprocessedFraction,
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double meanInnerHeterogeneity,
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double meanInnerStdDev,
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double meanHotspotArea,
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double meanOpticalIntegral
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) PostProcess(List<float> valueData, List<int> valueCount, double mixtureNormalRate) => PostProcess(valueData.Chunk(valueCount).Select(v => v.ToArray()).ToList(), mixtureNormalRate);
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public static (
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int particlesCount,
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List<float[]> values,
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List<double[]> normalizedValues,
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List<double> processedAreas,
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List<double> unprocessedAreas,
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List<double> hotspotAreas,
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List<double> opticalIntegrals,
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List<double> innerStdDevs,
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List<double> innerHeterogeneities,
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double meanProcessedArea,
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double processedAreaP10,
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double processedAreaP50,
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double processedAreaP90,
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double processedAreaStdDev,
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double interHeterogeneity,
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double processedAreaDeltaP90P10,
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double unprocessedFraction,
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double meanInnerHeterogeneity,
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double meanInnerStdDev,
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double meanHotspotArea,
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double meanOpticalIntegral
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) PostProcess(List<float[]> values, double mixtureNormalRate)
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{
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var normalizedValues = new List<double[]>();
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var processedAreas = new List<double>();
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var unprocessedAreas = new List<double>();
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var hotspotAreas = new List<double>();
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var opticalIntegrals = new List<double>();
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var innerStdDevs = new List<double>();
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var innerHeterogeneities = new List<double>();
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var max = values.Max(vs => vs.Max());
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foreach (var value in values)
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{
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// Находим нормализованное значение
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var normalized = new double[value.Count()];
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for (int i = 0; i < value.Count(); i++)
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if (value[i] <= mixtureNormalRate * UNPROCESSED_THRESHOLD)
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normalized[i] = value[i] / (mixtureNormalRate * UNPROCESSED_THRESHOLD);
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else if (value[i] <= mixtureNormalRate * HOTSPOT_THRESHOLD)
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normalized[i] = 1 + (value[i] - (mixtureNormalRate * UNPROCESSED_THRESHOLD)) / ((mixtureNormalRate * HOTSPOT_THRESHOLD) - (mixtureNormalRate * UNPROCESSED_THRESHOLD));
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else
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normalized[i] = 2 + (value[i] - (mixtureNormalRate * HOTSPOT_THRESHOLD)) / (max - (mixtureNormalRate * HOTSPOT_THRESHOLD));
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// Вычисляем значения
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var area = normalized.Count();
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var processedArea = normalized.Count(v => v > 1) / area * 100;
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var unprocessedArea = normalized.Count(v => v <= 1) / area * 100;
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var hotspotArea = normalized.Count(v => v > 2) / area * 100;
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var opticalIntegral = normalized.Sum() / area * 100;
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var innerStdDev = normalized.StdDev();
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var innerHeterogeneity = innerStdDev / (opticalIntegral + EPSILON);
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// Добавляем значения в списки
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normalizedValues.Add(normalized);
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processedAreas.Add(processedArea);
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unprocessedAreas.Add(unprocessedArea);
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hotspotAreas.Add(hotspotArea);
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opticalIntegrals.Add(opticalIntegral);
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innerStdDevs.Add(innerStdDev);
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innerHeterogeneities.Add(innerHeterogeneity);
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}
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// Вычисляем общие значения
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var meanProcessedArea = processedAreas.Mean();
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var processedAreaP10 = processedAreas.Percentile(10);
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var processedAreaP50 = processedAreas.Percentile(50);
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var processedAreaP90 = processedAreas.Percentile(90);
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var processedAreaStdDev = processedAreas.StdDev();
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var interHeterogeneity = processedAreaStdDev / meanProcessedArea * 100;
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var processedAreaDeltaP90P10 = processedAreaP90 - processedAreaP10;
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var unprocessedFraction = (double)unprocessedAreas.Count(v => v > UNPROCESSED_FRACTION_THRESHOLD) / unprocessedAreas.Count() * 100;
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var meanInnerHeterogeneity = innerHeterogeneities.Mean();
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var meanInnerStdDev = innerStdDevs.Mean();
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var meanHotspotArea = hotspotAreas.Mean();
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var meanOpticalIntegral = opticalIntegrals.Mean();
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return
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(
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values.Count(),
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values,
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normalizedValues,
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processedAreas,
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unprocessedAreas,
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hotspotAreas,
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opticalIntegrals,
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innerStdDevs,
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innerHeterogeneities,
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meanProcessedArea,
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processedAreaP10,
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processedAreaP50,
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processedAreaP90,
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processedAreaStdDev,
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interHeterogeneity,
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processedAreaDeltaP90P10,
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unprocessedFraction,
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meanInnerHeterogeneity,
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meanInnerStdDev,
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meanHotspotArea,
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meanOpticalIntegral
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);
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}
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}
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