feat: Добавлены новые характеристики (#89)

Closes #84
This commit is contained in:
Maxim Slipenko 2023-12-01 14:03:20 +03:00 committed by GitHub
parent dc7c4875d7
commit b12db5a300
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GPG Key ID: 4AEE18F83AFDEB23
13 changed files with 336 additions and 368 deletions

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@ -9,8 +9,7 @@
# See the GPL-3.0 license for details.
import itertools
import numpy as np
from numpy import linalg, zeros, ones, hstack, asarray, diagonal
from numpy import linalg, zeros, ones, hstack, asarray
from sympy import symbols, Mul, Add, S
@ -90,15 +89,7 @@ def multipolyfit(xs, y, deg, full=False, modelOut=False, powersOut=False):
return beta, powers
if full:
residues = result[1]
dof = len(a) - len(beta)
mse = residues / dof
cov = mse * diagonal(linalg.inv(a.T @ a))
se = np.sqrt(cov)
tStatistics = beta / se
return result, powers, tStatistics, mse
return result, powers, a
return beta

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@ -66,54 +66,72 @@ class RegressionResult:
Attributes:
paramsAndImportance (np.ndarray): Параметры модели. Первая колонка -
residualVariance (np.float64): Остаточная дисперсия
scaledResidualVariance (np.float64): Остаточная дисперсия (масштабированная)
monomials (list): Список одночленов в строковом виде без коэффициентов. Свободный член - c
"""
paramsAndImportance: np.ndarray
residualVariance: np.float64
scaledResidualVariance: np.float64
rSquared: np.float64
fStatistic: np.float64
monomials: list
def linearPolynom(inputData) -> RegressionResult:
def commonPolynom(inputData, deg) -> RegressionResult:
x = inputData[:, 1:]
y = inputData[:, 0]
data = pd.DataFrame(x)
data.insert(0, 'const', 1)
# ---
result = np.linalg.lstsq(data, y, rcond=None)
# Коэффициенты регрессии
params = result[0]
# Остатки
residues = result[1]
dof = len(data) - len(params)
result, powers, data = multipolyfit(x, y, deg, full=True)
(out, mse, scaledResidualVariance,
rSquared, fStatistic) = calculateStats(data, result[0], result[1], y)
return RegressionResult(
out.to_numpy(),
np.float64(mse),
np.float64(scaledResidualVariance),
np.float64(rSquared),
np.float64(fStatistic),
['c' if str(x) == '1' else str(x) for x in getTerms(powers)]
)
def linearPolynom(inputData) -> RegressionResult:
return commonPolynom(inputData, 1)
def squaredPolynom(inputData) -> RegressionResult:
return commonPolynom(inputData, 2)
def calculateStats(data, params, residues, y):
# pylint: disable-msg=too-many-locals
k = len(params) # Количество оцениваемых параметров (коэффициентов)
n = len(data) # Количество наблюдений
# Степень свободы (degrees of freedom) для остатков
dof = n - k # Количество наблюдений минус количество оцениваемых параметров
# Остаточная дисперсия (Mean Squared Error, MSE)
mse = residues / dof
# Среднее значение остатков
meanResiduals = np.sum(residues) / dof
# Масштабированная остаточная дисперсия
scaledResidualVariance = residues / meanResiduals ** 2
# Ковариационная матрица коэффициентов
cov = mse * np.diagonal(np.linalg.inv(data.T @ data))
# Стандартные ошибки коэффициентов
se = np.sqrt(cov)
# T-статистики для каждого коэффициента регрессии
tStatistics = params / se
# возможно стоит сделать через np.reshape + np.concatenate
# R-squared (коэффициент множественной детерминации)
sst = np.sum((y - np.mean(y)) ** 2) # Сумма квадратов отклонений
rSquared = 1 - (mse[0] / sst)
# F-statistic (статистика Фишера)
fStatistic = (rSquared / (k - 1)) / ((1 - rSquared) / (n - k))
out = pd.DataFrame()
out[0] = params
out[1] = tStatistics
return RegressionResult(
out.to_numpy(),
np.float64(mse[0]),
['c'] + [f'x{i}' for i in range(1, len(params))]
)
def squaredPolynom(inputData):
x = inputData[:, 1:]
y = inputData[:, 0]
result, powers, tStatistics, mse = multipolyfit(x, y, 2, full=True)
betas = result[0]
out = pd.DataFrame()
out[0] = betas
out[1] = tStatistics
return RegressionResult(
out.to_numpy(),
np.float64(mse[0]),
['c' if str(x) == '1' else str(x) for x in getTerms(powers)]
)
return out, mse[0], scaledResidualVariance, rSquared, fStatistic

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@ -25,13 +25,13 @@ from PySide2.QtWidgets import QMainWindow, QMessageBox
from statapp.calculations import generateXValues, generateYValues
from statapp.constants import NUMBERS_PRECISION
from statapp.generate_factor_window import GenerateFactorWindow
from statapp.linear_polynom_window import LinearPolynomWindow
from statapp.polynoms.linear_polynom_window import LinearPolynomWindow
from statapp.mathtex_header_view import MathTexHeaderView
from statapp.models.input_values_model import InputValuesModel
from statapp.generate_window import GenerateWindow
from statapp.about_window import AboutWindow
from statapp.models.fileslc_model import FileSLCModel
from statapp.squared_polynom_window import SquaredPolynomWindow
from statapp.polynoms.squared_polynom_window import SquaredPolynomWindow
from statapp.ui.ui_main_window import Ui_MainWindow
from statapp.utils import buildMessageBox, addIcon, FloatDelegate
from statapp.variance_analysis import VarianceAnalysisWindow

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@ -0,0 +1,27 @@
#
# Copyright (c) 2023 Maxim Slipenko, Eugene Lazurenko.
#
# This file is part of Statapp
# (see https://github.com/shizand/statapp).
#
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with this program. If not, see <http://www.gnu.org/licenses/>.
#
from statapp.calculations import linearPolynom
from statapp.polynoms.polynom_window import PolynomWindow
class LinearPolynomWindow(PolynomWindow):
def __init__(self, data):
result = linearPolynom(data)
super().__init__(result, "Линейный полином")

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@ -18,22 +18,19 @@
# along with this program. If not, see <http://www.gnu.org/licenses/>.
#
from PySide2.QtWidgets import QDialog, QHeaderView
from statapp.calculations import linearPolynom
from statapp.mathtex_header_view import MathTexHeaderView
from statapp.models.regression_result_model import RegressionResultModel
from statapp.ui.ui_linear_polynom_window import Ui_LinearPolynomWindow
from statapp.ui.ui_polynom_window import Ui_PolynomWindow
from statapp.utils import addIcon, FloatDelegate
class LinearPolynomWindow(QDialog):
def __init__(self, data):
class PolynomWindow(QDialog):
def __init__(self, result, windowTitle):
super().__init__()
self.ui = Ui_LinearPolynomWindow()
self.ui = Ui_PolynomWindow()
self.ui.setupUi(self)
addIcon(self)
result = linearPolynom(data)
self.setWindowTitle(windowTitle)
self.model = RegressionResultModel(result)
self.ui.tableView.setItemDelegate(FloatDelegate())
@ -43,3 +40,6 @@ class LinearPolynomWindow(QDialog):
header.setSectionResizeMode(QHeaderView.ResizeMode.Stretch)
self.ui.residualVarianceValueLabel.setText(str(result.residualVariance))
self.ui.scaledResidualVarianceValueLabel.setText(str(result.scaledResidualVariance))
self.ui.fStatisticValueLabel.setText(str(result.fStatistic))
self.ui.rSquaredValueLabel.setText(str(result.scaledResidualVariance))

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@ -0,0 +1,27 @@
#
# Copyright (c) 2023 Maxim Slipenko, Eugene Lazurenko.
#
# This file is part of Statapp
# (see https://github.com/shizand/statapp).
#
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with this program. If not, see <http://www.gnu.org/licenses/>.
#
from statapp.calculations import squaredPolynom
from statapp.polynoms.polynom_window import PolynomWindow
class SquaredPolynomWindow(PolynomWindow):
def __init__(self, data):
result = squaredPolynom(data)
super().__init__(result, "Квадратичный полином")

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@ -1,45 +0,0 @@
#
# Copyright (c) 2023 Maxim Slipenko, Eugene Lazurenko.
#
# This file is part of Statapp
# (see https://github.com/shizand/statapp).
#
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with this program. If not, see <http://www.gnu.org/licenses/>.
#
from PySide2.QtWidgets import QDialog, QHeaderView
from statapp.calculations import squaredPolynom
from statapp.mathtex_header_view import MathTexHeaderView
from statapp.models.regression_result_model import RegressionResultModel
from statapp.ui.ui_squared_polynom_window import Ui_SquaredPolynomWindow
from statapp.utils import addIcon, FloatDelegate
class SquaredPolynomWindow(QDialog):
def __init__(self, data):
super().__init__()
self.ui = Ui_SquaredPolynomWindow()
self.ui.setupUi(self)
addIcon(self)
result = squaredPolynom(data)
self.model = RegressionResultModel(result)
self.ui.tableView.setItemDelegate(FloatDelegate())
self.ui.tableView.setModel(self.model)
self.ui.tableView.setVerticalHeader(MathTexHeaderView(self.ui.tableView))
header = self.ui.tableView.horizontalHeader()
header.setSectionResizeMode(QHeaderView.ResizeMode.Stretch)
self.ui.residualVarianceValueLabel.setText(str(result.residualVariance))

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@ -1,59 +0,0 @@
<?xml version="1.0" encoding="UTF-8"?>
<ui version="4.0">
<class>LinearPolynomWindow</class>
<widget class="QDialog" name="LinearPolynomWindow">
<property name="geometry">
<rect>
<x>0</x>
<y>0</y>
<width>630</width>
<height>400</height>
</rect>
</property>
<property name="windowTitle">
<string>Линейный полином</string>
</property>
<layout class="QGridLayout" name="gridLayout_2">
<item row="0" column="0">
<layout class="QGridLayout" name="gridLayout">
<item row="0" column="0">
<widget class="QTableView" name="tableView">
<attribute name="horizontalHeaderMinimumSectionSize">
<number>40</number>
</attribute>
<attribute name="verticalHeaderMinimumSectionSize">
<number>40</number>
</attribute>
<attribute name="verticalHeaderDefaultSectionSize">
<number>40</number>
</attribute>
</widget>
</item>
<item row="1" column="0">
<layout class="QGridLayout" name="gridLayout_3">
<property name="topMargin">
<number>10</number>
</property>
<item row="0" column="0">
<widget class="QLabel" name="residualVarianceLabel">
<property name="text">
<string>Остаточная дисперсия:</string>
</property>
</widget>
</item>
<item row="0" column="1">
<widget class="QLabel" name="residualVarianceValueLabel">
<property name="text">
<string>undefined</string>
</property>
</widget>
</item>
</layout>
</item>
</layout>
</item>
</layout>
</widget>
<resources/>
<connections/>
</ui>

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@ -0,0 +1,101 @@
<?xml version="1.0" encoding="UTF-8"?>
<ui version="4.0">
<class>PolynomWindow</class>
<widget class="QDialog" name="PolynomWindow">
<property name="geometry">
<rect>
<x>0</x>
<y>0</y>
<width>630</width>
<height>400</height>
</rect>
</property>
<property name="windowTitle">
<string>Полином</string>
</property>
<layout class="QGridLayout" name="gridLayout_2">
<item row="0" column="0">
<layout class="QGridLayout" name="gridLayout">
<item row="0" column="0">
<widget class="QTableView" name="tableView">
<attribute name="horizontalHeaderMinimumSectionSize">
<number>40</number>
</attribute>
<attribute name="verticalHeaderMinimumSectionSize">
<number>40</number>
</attribute>
<attribute name="verticalHeaderDefaultSectionSize">
<number>40</number>
</attribute>
</widget>
</item>
<item row="1" column="0">
<layout class="QGridLayout" name="polynomResult">
<property name="topMargin">
<number>10</number>
</property>
<item row="0" column="1">
<widget class="QLabel" name="residualVarianceValueLabel">
<property name="text">
<string>undefined</string>
</property>
</widget>
</item>
<item row="1" column="1">
<widget class="QLabel" name="scaledResidualVarianceValueLabel">
<property name="text">
<string>undefined</string>
</property>
</widget>
</item>
<item row="2" column="0">
<widget class="QLabel" name="fStatisticLabel">
<property name="text">
<string>F1 - отношение Фишера</string>
</property>
</widget>
</item>
<item row="0" column="0">
<widget class="QLabel" name="residualVarianceLabel">
<property name="text">
<string>Остаточная дисперсия:</string>
</property>
</widget>
</item>
<item row="1" column="0">
<widget class="QLabel" name="scaledResidualVarianceLabel">
<property name="text">
<string>Остаточная дисперсия (масштабированная):</string>
</property>
</widget>
</item>
<item row="3" column="0">
<widget class="QLabel" name="rSquaredLabel">
<property name="text">
<string>Коэффициент множественной дереминизации</string>
</property>
</widget>
</item>
<item row="2" column="1">
<widget class="QLabel" name="fStatisticValueLabel">
<property name="text">
<string>undefined</string>
</property>
</widget>
</item>
<item row="3" column="1">
<widget class="QLabel" name="rSquaredValueLabel">
<property name="text">
<string>undefined</string>
</property>
</widget>
</item>
</layout>
</item>
</layout>
</item>
</layout>
</widget>
<resources/>
<connections/>
</ui>

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@ -1,49 +0,0 @@
<?xml version="1.0" encoding="UTF-8"?>
<ui version="4.0">
<class>SquaredPolynomWindow</class>
<widget class="QDialog" name="SquaredPolynomWindow">
<property name="geometry">
<rect>
<x>0</x>
<y>0</y>
<width>630</width>
<height>400</height>
</rect>
</property>
<property name="windowTitle">
<string>Квадратичный полином</string>
</property>
<layout class="QGridLayout" name="gridLayout_2">
<item row="0" column="0">
<layout class="QGridLayout" name="gridLayout">
<item row="0" column="0">
<widget class="QTableView" name="tableView"/>
</item>
<item row="1" column="0">
<layout class="QGridLayout" name="gridLayout_3">
<property name="topMargin">
<number>10</number>
</property>
<item row="0" column="0">
<widget class="QLabel" name="residualVarianceLabel">
<property name="text">
<string>Остаточная дисперсия:</string>
</property>
</widget>
</item>
<item row="0" column="1">
<widget class="QLabel" name="residualVarianceValueLabel">
<property name="text">
<string>undefined</string>
</property>
</widget>
</item>
</layout>
</item>
</layout>
</item>
</layout>
</widget>
<resources/>
<connections/>
</ui>

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@ -1,82 +0,0 @@
# -*- coding: utf-8 -*-
#
# Copyright (c) 2023 Maxim Slipenko, Eugene Lazurenko.
#
# This file is part of Statapp
# (see https://github.com/shizand/statapp).
#
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with this program. If not, see <http://www.gnu.org/licenses/>.
#
################################################################################
## Form generated from reading UI file 'linear_polynom_window.ui'
##
## Created by: Qt User Interface Compiler version 5.15.2
##
## WARNING! All changes made in this file will be lost when recompiling UI file!
################################################################################
from PySide2.QtCore import *
from PySide2.QtGui import *
from PySide2.QtWidgets import *
class Ui_LinearPolynomWindow(object):
def setupUi(self, LinearPolynomWindow):
if not LinearPolynomWindow.objectName():
LinearPolynomWindow.setObjectName(u"LinearPolynomWindow")
LinearPolynomWindow.resize(630, 400)
self.gridLayout_2 = QGridLayout(LinearPolynomWindow)
self.gridLayout_2.setObjectName(u"gridLayout_2")
self.gridLayout = QGridLayout()
self.gridLayout.setObjectName(u"gridLayout")
self.tableView = QTableView(LinearPolynomWindow)
self.tableView.setObjectName(u"tableView")
self.tableView.horizontalHeader().setMinimumSectionSize(40)
self.tableView.verticalHeader().setMinimumSectionSize(40)
self.tableView.verticalHeader().setDefaultSectionSize(40)
self.gridLayout.addWidget(self.tableView, 0, 0, 1, 1)
self.gridLayout_3 = QGridLayout()
self.gridLayout_3.setObjectName(u"gridLayout_3")
self.gridLayout_3.setContentsMargins(-1, 10, -1, -1)
self.residualVarianceLabel = QLabel(LinearPolynomWindow)
self.residualVarianceLabel.setObjectName(u"residualVarianceLabel")
self.gridLayout_3.addWidget(self.residualVarianceLabel, 0, 0, 1, 1)
self.residualVarianceValueLabel = QLabel(LinearPolynomWindow)
self.residualVarianceValueLabel.setObjectName(u"residualVarianceValueLabel")
self.gridLayout_3.addWidget(self.residualVarianceValueLabel, 0, 1, 1, 1)
self.gridLayout.addLayout(self.gridLayout_3, 1, 0, 1, 1)
self.gridLayout_2.addLayout(self.gridLayout, 0, 0, 1, 1)
self.retranslateUi(LinearPolynomWindow)
QMetaObject.connectSlotsByName(LinearPolynomWindow)
# setupUi
def retranslateUi(self, LinearPolynomWindow):
LinearPolynomWindow.setWindowTitle(QCoreApplication.translate("LinearPolynomWindow", u"\u041b\u0438\u043d\u0435\u0439\u043d\u044b\u0439 \u043f\u043e\u043b\u0438\u043d\u043e\u043c", None))
self.residualVarianceLabel.setText(QCoreApplication.translate("LinearPolynomWindow", u"\u041e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u0430\u044f \u0434\u0438\u0441\u043f\u0435\u0440\u0441\u0438\u044f:", None))
self.residualVarianceValueLabel.setText(QCoreApplication.translate("LinearPolynomWindow", u"undefined", None))
# retranslateUi

118
statapp/ui/ui_polynom_window.py generated Normal file
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@ -0,0 +1,118 @@
# -*- coding: utf-8 -*-
#
# Copyright (c) 2023 Maxim Slipenko, Eugene Lazurenko.
#
# This file is part of Statapp
# (see https://github.com/shizand/statapp).
#
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with this program. If not, see <http://www.gnu.org/licenses/>.
#
################################################################################
## Form generated from reading UI file 'polynom_window.ui'
##
## Created by: Qt User Interface Compiler version 5.15.2
##
## WARNING! All changes made in this file will be lost when recompiling UI file!
################################################################################
from PySide2.QtCore import *
from PySide2.QtGui import *
from PySide2.QtWidgets import *
class Ui_PolynomWindow(object):
def setupUi(self, PolynomWindow):
if not PolynomWindow.objectName():
PolynomWindow.setObjectName(u"PolynomWindow")
PolynomWindow.resize(630, 400)
self.gridLayout_2 = QGridLayout(PolynomWindow)
self.gridLayout_2.setObjectName(u"gridLayout_2")
self.gridLayout = QGridLayout()
self.gridLayout.setObjectName(u"gridLayout")
self.tableView = QTableView(PolynomWindow)
self.tableView.setObjectName(u"tableView")
self.tableView.horizontalHeader().setMinimumSectionSize(40)
self.tableView.verticalHeader().setMinimumSectionSize(40)
self.tableView.verticalHeader().setDefaultSectionSize(40)
self.gridLayout.addWidget(self.tableView, 0, 0, 1, 1)
self.polynomResult = QGridLayout()
self.polynomResult.setObjectName(u"polynomResult")
self.polynomResult.setContentsMargins(-1, 10, -1, -1)
self.residualVarianceValueLabel = QLabel(PolynomWindow)
self.residualVarianceValueLabel.setObjectName(u"residualVarianceValueLabel")
self.polynomResult.addWidget(self.residualVarianceValueLabel, 0, 1, 1, 1)
self.scaledResidualVarianceValueLabel = QLabel(PolynomWindow)
self.scaledResidualVarianceValueLabel.setObjectName(u"scaledResidualVarianceValueLabel")
self.polynomResult.addWidget(self.scaledResidualVarianceValueLabel, 1, 1, 1, 1)
self.fStatisticLabel = QLabel(PolynomWindow)
self.fStatisticLabel.setObjectName(u"fStatisticLabel")
self.polynomResult.addWidget(self.fStatisticLabel, 2, 0, 1, 1)
self.residualVarianceLabel = QLabel(PolynomWindow)
self.residualVarianceLabel.setObjectName(u"residualVarianceLabel")
self.polynomResult.addWidget(self.residualVarianceLabel, 0, 0, 1, 1)
self.scaledResidualVarianceLabel = QLabel(PolynomWindow)
self.scaledResidualVarianceLabel.setObjectName(u"scaledResidualVarianceLabel")
self.polynomResult.addWidget(self.scaledResidualVarianceLabel, 1, 0, 1, 1)
self.rSquaredLabel = QLabel(PolynomWindow)
self.rSquaredLabel.setObjectName(u"rSquaredLabel")
self.polynomResult.addWidget(self.rSquaredLabel, 3, 0, 1, 1)
self.fStatisticValueLabel = QLabel(PolynomWindow)
self.fStatisticValueLabel.setObjectName(u"fStatisticValueLabel")
self.polynomResult.addWidget(self.fStatisticValueLabel, 2, 1, 1, 1)
self.rSquaredValueLabel = QLabel(PolynomWindow)
self.rSquaredValueLabel.setObjectName(u"rSquaredValueLabel")
self.polynomResult.addWidget(self.rSquaredValueLabel, 3, 1, 1, 1)
self.gridLayout.addLayout(self.polynomResult, 1, 0, 1, 1)
self.gridLayout_2.addLayout(self.gridLayout, 0, 0, 1, 1)
self.retranslateUi(PolynomWindow)
QMetaObject.connectSlotsByName(PolynomWindow)
# setupUi
def retranslateUi(self, PolynomWindow):
PolynomWindow.setWindowTitle(QCoreApplication.translate("PolynomWindow", u"\u041f\u043e\u043b\u0438\u043d\u043e\u043c", None))
self.residualVarianceValueLabel.setText(QCoreApplication.translate("PolynomWindow", u"undefined", None))
self.scaledResidualVarianceValueLabel.setText(QCoreApplication.translate("PolynomWindow", u"undefined", None))
self.fStatisticLabel.setText(QCoreApplication.translate("PolynomWindow", u"F1 - \u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435 \u0424\u0438\u0448\u0435\u0440\u0430", None))
self.residualVarianceLabel.setText(QCoreApplication.translate("PolynomWindow", u"\u041e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u0430\u044f \u0434\u0438\u0441\u043f\u0435\u0440\u0441\u0438\u044f:", None))
self.scaledResidualVarianceLabel.setText(QCoreApplication.translate("PolynomWindow", u"\u041e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u0430\u044f \u0434\u0438\u0441\u043f\u0435\u0440\u0441\u0438\u044f (\u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f):", None))
self.rSquaredLabel.setText(QCoreApplication.translate("PolynomWindow", u"\u041a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u0434\u0435\u0440\u0435\u043c\u0438\u043d\u0438\u0437\u0430\u0446\u0438\u0438", None))
self.fStatisticValueLabel.setText(QCoreApplication.translate("PolynomWindow", u"undefined", None))
self.rSquaredValueLabel.setText(QCoreApplication.translate("PolynomWindow", u"undefined", None))
# retranslateUi

View File

@ -1,79 +0,0 @@
# -*- coding: utf-8 -*-
#
# Copyright (c) 2023 Maxim Slipenko, Eugene Lazurenko.
#
# This file is part of Statapp
# (see https://github.com/shizand/statapp).
#
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with this program. If not, see <http://www.gnu.org/licenses/>.
#
################################################################################
## Form generated from reading UI file 'squared_polynom_window.ui'
##
## Created by: Qt User Interface Compiler version 5.15.2
##
## WARNING! All changes made in this file will be lost when recompiling UI file!
################################################################################
from PySide2.QtCore import *
from PySide2.QtGui import *
from PySide2.QtWidgets import *
class Ui_SquaredPolynomWindow(object):
def setupUi(self, SquaredPolynomWindow):
if not SquaredPolynomWindow.objectName():
SquaredPolynomWindow.setObjectName(u"SquaredPolynomWindow")
SquaredPolynomWindow.resize(630, 400)
self.gridLayout_2 = QGridLayout(SquaredPolynomWindow)
self.gridLayout_2.setObjectName(u"gridLayout_2")
self.gridLayout = QGridLayout()
self.gridLayout.setObjectName(u"gridLayout")
self.tableView = QTableView(SquaredPolynomWindow)
self.tableView.setObjectName(u"tableView")
self.gridLayout.addWidget(self.tableView, 0, 0, 1, 1)
self.gridLayout_3 = QGridLayout()
self.gridLayout_3.setObjectName(u"gridLayout_3")
self.gridLayout_3.setContentsMargins(-1, 10, -1, -1)
self.residualVarianceLabel = QLabel(SquaredPolynomWindow)
self.residualVarianceLabel.setObjectName(u"residualVarianceLabel")
self.gridLayout_3.addWidget(self.residualVarianceLabel, 0, 0, 1, 1)
self.residualVarianceValueLabel = QLabel(SquaredPolynomWindow)
self.residualVarianceValueLabel.setObjectName(u"residualVarianceValueLabel")
self.gridLayout_3.addWidget(self.residualVarianceValueLabel, 0, 1, 1, 1)
self.gridLayout.addLayout(self.gridLayout_3, 1, 0, 1, 1)
self.gridLayout_2.addLayout(self.gridLayout, 0, 0, 1, 1)
self.retranslateUi(SquaredPolynomWindow)
QMetaObject.connectSlotsByName(SquaredPolynomWindow)
# setupUi
def retranslateUi(self, SquaredPolynomWindow):
SquaredPolynomWindow.setWindowTitle(QCoreApplication.translate("SquaredPolynomWindow", u"\u041a\u0432\u0430\u0434\u0440\u0430\u0442\u0438\u0447\u043d\u044b\u0439 \u043f\u043e\u043b\u0438\u043d\u043e\u043c", None))
self.residualVarianceLabel.setText(QCoreApplication.translate("SquaredPolynomWindow", u"\u041e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u0430\u044f \u0434\u0438\u0441\u043f\u0435\u0440\u0441\u0438\u044f:", None))
self.residualVarianceValueLabel.setText(QCoreApplication.translate("SquaredPolynomWindow", u"undefined", None))
# retranslateUi