Validation results of Non-parametric models of pH Neutralization plant Dataset

This repository contains a table with different validation results of a series of models tested in pH Neutralization plant and Clarke plant. In this case, the naming protocol was as follows: [plant name]_DataSet_[model variable]. The content of every CSV file is presented as follows: Column 1: { name: Model_No, type: numeric integer, limit: None, description: Code to identifiy the model (Primary Key)} Column 2: { name: KS, type: numeric float, limits: [0 1], description: Kolgomorov-Smirnov test} Column 3: { name: AD, type: numeric float, limits: [0 1], description: Anderson-Darling test} Column 4: { name: SW, type: numeric float, limits: [0 1], description: Shapiro-Wilk test} Column 5: { name: WX, type: numeric float, limits: [0 1], description: Wilcoxon test} Column 6: { name: FIT, type: numeric float, limits: [-Inf 1], description: Goodness of Fit metric} Column 7: { name: TIC, type: numeric float, limits: [0 1], description: Theil Inequality Index} Column 8: { name: Willmott, type: numeric float, limits: [0 1], description: Willmott metric} Column 9: { name: Russell_Pr, type: numeric float, limits: [0 1], description: Phase of Russell } Column 10: { name: Russell_Mr, type: numeric float, limits: [0 Inf], description: Magnitude of Russell } Column 11: { name: SG_Mr, type: numeric float, limits: [-Inf 1], description: Sprague & Geers} Column 12: { name: Anova, type: numeric float, limits: [0 1], description: Anova test} Column 13: { name: Dvure, type: numeric float, limits: [0 100], description: Dvurecenska metric} Column 14: { name: DTW, type: numeric float, limits: [0 Inf], description: DTW metric} Column 15: { name: D_DTW, type: numeric float, limits: [0 Inf], description: derivative of DTW metric}本仓库包含一张表格，记录了在pH中和装置（pH Neutralization plant）与克拉克装置（Clarke plant）中测试的一系列模型的各类验证结果。本次实验采用的命名规则为：[装置名称]_DataSet_[模型变量]。每个CSV文件的内容结构如下：第1列：{名称：Model_No（模型编号），类型：数值型整数，无取值限制，描述：用于识别模型的代码（主键）}；第2列：{名称：KS，类型：数值型浮点数，取值范围[0, 1]，描述：柯尔莫哥洛夫-斯米尔诺夫检验（Kolgomorov-Smirnov test）}；第3列：{名称：AD，类型：数值型浮点数，取值范围[0, 1]，描述：安德森-达令检验（Anderson-Darling test）}；第4列：{名称：SW，类型：数值型浮点数，取值范围[0, 1]，描述：夏皮罗-威尔克检验（Shapiro-Wilk test）}；第5列：{名称：WX，类型：数值型浮点数，取值范围[0, 1]，描述：威尔科克森检验（Wilcoxon test）}；第6列：{名称：FIT，类型：数值型浮点数，取值范围(-∞, 1]，描述：拟合优度指标（Goodness of Fit metric）}；第7列：{名称：TIC，类型：数值型浮点数，取值范围[0, 1]，描述：泰尔不平等指数（Theil Inequality Index）}；第8列：{名称：Willmott，类型：数值型浮点数，取值范围[0, 1]，描述：威尔莫特指标}；第9列：{名称：Russell_Pr，类型：数值型浮点数，取值范围[0, 1]，描述：拉塞尔相位指标（Phase of Russell）}；第10列：{名称：Russell_Mr，类型：数值型浮点数，取值范围[0, +∞)，描述：拉塞尔幅度指标（Magnitude of Russell）}；第11列：{名称：SG_Mr，类型：数值型浮点数，取值范围(-∞, 1]，描述：斯普拉格-吉尔兹指标（Sprague & Geers）}；第12列：{名称：Anova，类型：数值型浮点数，取值范围[0, 1]，描述：方差分析检验（Anova test）}；第13列：{名称：Dvure，类型：数值型浮点数，取值范围[0, 100]，描述：德夫雷琴斯卡指标（Dvurecenska metric）}；第14列：{名称：DTW，类型：数值型浮点数，取值范围[0, +∞)，描述：动态时间规整指标（DTW metric）}；第15列：{名称：D_DTW，类型：数值型浮点数，取值范围[0, +∞)，描述：动态时间规整指标的导数（derivative of DTW metric）}