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(c) 2023 Matthew Rocklin +# All rights reserved. +# This source code is distributed under the terms of the BSD license, +# which allows you to use, modify, and distribute it +# as long as you comply with the license terms. + +# In addition, this code has been modified by Maxim Slipenko and +# is now also licensed under the GPL-3.0. +# See the GPL-3.0 license for details. + +import itertools +import numpy as np +from numpy import linalg, zeros, ones, hstack, asarray, diagonal +from sympy import symbols, Mul, Add, S + + +def basisVector(n, i): + """ Return an array like [0, 0, ..., 1, ..., 0, 0] + + >>> from statapp._vendor.multipolyfit import basisVector + >>> basis_vector(3, 1) + array([0, 1, 0]) + >>> basisVector(5, 4) + array([0, 0, 0, 0, 1]) + """ + x = zeros(n, dtype=int) + x[i] = 1 + return x + + +def asTall(x): + """ Turns a row vector into a column vector """ + return x.reshape(x.shape + (1,)) + + +def multipolyfit(xs, y, deg, full=False, modelOut=False, powersOut=False): + # pylint: disable-msg=too-many-locals + """ + Least squares multivariate polynomial fit + + Fit a polynomial like ``y = a**2 + 3a - 2ab + 4b**2 - 1`` + with many covariates a, b, c, ... + + Parameters + ---------- + + xs : array_like, shape (M, k) + x-coordinates of the k covariates over the M sample points + y : array_like, shape(M,) + y-coordinates of the sample points. + deg : int + Degree o fthe fitting polynomial + modelOut : bool (defaults to True) + If True return a callable function + If False return an array of coefficients + powersOut : bool (defaults to False) + Returns the meaning of each of the coefficients in the form of an + iterator that gives the powers over the inputs and 1 + For example if xs corresponds to the covariates a,b,c then the array + [1, 2, 1, 0] corresponds to 1**1 * a**2 * b**1 * c**0 + + See Also + -------- + numpy.polyfit + + """ + # pylin + y = asarray(y).squeeze() + # rows = y.shape[0] + xs = asarray(xs) + numCovariates = xs.shape[1] + xs = hstack((ones((xs.shape[0], 1), dtype=xs.dtype) , xs)) + + generators = [basisVector(numCovariates + 1, i) + for i in range(numCovariates+1)] + + # All combinations of degrees + powers = [sum(x) for x in itertools.combinations_with_replacement(generators, deg)] + + # Raise data to specified degree pattern, stack in order + a = hstack(asarray([asTall((xs ** p).prod(1)) for p in powers])) + + result = linalg.lstsq(a, y, rcond=None) + beta = result[0] + + if modelOut: + return mkModel(beta, powers) + + if powersOut: + 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 beta + + +def mkModel(beta, powers): + """ Create a callable python function out of beta/powers from multipolyfit + + This function is callable from within multipolyfit using the model_out flag + """ + # Create a function that takes in many x values + # and returns an approximate y value + def model(*args): + numCovariates = len(powers[0]) - 1 + if len(args) != numCovariates: + raise ValueError(f"Expected {numCovariates} inputs") + xs = asarray((1,) + args) + return sum(coeff * (xs**p).prod() + for p, coeff in zip(powers, beta)) + return model + + +def mkSympyFunction(beta, powers): + terms = getTerms(powers) + return Add(*[coeff * term for term, coeff in zip(terms, beta)]) + + +def getTerms(powers): + numCovariates = len(powers[0]) + xs = (S.One,) + symbols(f'x1:{numCovariates}') + + terms = [Mul(*[x ** deg for x, deg in zip(xs, power)]) for power in powers] + return terms diff --git a/statapp/calculations.py b/statapp/calculations.py index 25381ea..a16d41a 100644 --- a/statapp/calculations.py +++ b/statapp/calculations.py @@ -21,6 +21,7 @@ from dataclasses import dataclass import numpy as np import pandas as pd +from statapp._vendor.multipolyfit import multipolyfit, getTerms DIRECT_LINK = 0 INDIRECT_LINK = 1 @@ -58,13 +59,21 @@ def varianceAnalysis(data): def correlationAnalysis(data): return pd.DataFrame(data).corr().to_numpy() + @dataclass() -class LinearPolynomResult: +class RegressionResult: + """ + Attributes: + paramsAndImportance (np.ndarray): Параметры модели. Первая колонка - + residualVariance (np.float64): Остаточная дисперсия + monomials (list): Список одночленов в строковом виде без коэффициентов. Свободный член - c + """ paramsAndImportance: np.ndarray residualVariance: np.float64 + monomials: list -def linearPolynom(inputData) -> LinearPolynomResult: +def linearPolynom(inputData) -> RegressionResult: x = inputData[:, 1:] y = inputData[:, 0] data = pd.DataFrame(x) @@ -75,8 +84,6 @@ def linearPolynom(inputData) -> LinearPolynomResult: params = result[0] # Остатки residues = result[1] - - # Степень свободы dof = len(data) - len(params) mse = residues / dof cov = mse * np.diagonal(np.linalg.inv(data.T @ data)) @@ -88,7 +95,25 @@ def linearPolynom(inputData) -> LinearPolynomResult: out[0] = params out[1] = tStatistics - return LinearPolynomResult( + return RegressionResult( out.to_numpy(), - np.float64(mse[0]) + 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)] ) diff --git a/statapp/correlation_analysis.py b/statapp/correlation_analysis.py index 8e80920..2fcc8f1 100644 --- a/statapp/correlation_analysis.py +++ b/statapp/correlation_analysis.py @@ -17,11 +17,13 @@ # You should have received a copy of the GNU General Public License # along with this program. If not, see . # +from PySide2 import QtCore from PySide2.QtCore import QSize from PySide2.QtGui import QIcon from PySide2.QtWidgets import QDialog, QHeaderView from statapp.calculations import correlationAnalysis +from statapp.mathtex_header_view import MathTexHeaderView from statapp.models.correlation_analysis_model import CorrelationAnalysisModel from statapp.ui.ui_correlation_analysis_window import Ui_CorrelationAnalysisWindow from statapp.utils import resourcePath @@ -36,6 +38,12 @@ class CorrelationAnalysisWindow(QDialog): res = correlationAnalysis(data) self.model = CorrelationAnalysisModel(res.round(2)) self.ui.tableView.setModel(self.model) + self.ui.tableView.setVerticalHeader( + MathTexHeaderView(self.ui.tableView) + ) + self.ui.tableView.setHorizontalHeader( + MathTexHeaderView(self.ui.tableView,orientation=QtCore.Qt.Horizontal) + ) header = self.ui.tableView.horizontalHeader() header.setSectionResizeMode(QHeaderView.ResizeMode.Stretch) diff --git a/statapp/linear_polynom_window.py b/statapp/linear_polynom_window.py index b37bfd3..fc7b09e 100644 --- a/statapp/linear_polynom_window.py +++ b/statapp/linear_polynom_window.py @@ -20,7 +20,8 @@ from PySide2.QtWidgets import QDialog, QHeaderView from statapp.calculations import linearPolynom -from statapp.models.linear_polynom_model import LinearPolynomModel +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.utils import addIcon @@ -34,8 +35,9 @@ class LinearPolynomWindow(QDialog): result = linearPolynom(data) - self.model = LinearPolynomModel(result.paramsAndImportance.round(2)) + self.model = RegressionResultModel(result) self.ui.tableView.setModel(self.model) + self.ui.tableView.setVerticalHeader(MathTexHeaderView(self.ui.tableView)) header = self.ui.tableView.horizontalHeader() header.setSectionResizeMode(QHeaderView.ResizeMode.Stretch) diff --git a/statapp/main_window.py b/statapp/main_window.py index 0af30c7..defaeab 100644 --- a/statapp/main_window.py +++ b/statapp/main_window.py @@ -18,16 +18,19 @@ # along with this program. If not, see . # import numpy as np +from PySide2 import QtCore from PySide2.QtCore import Slot from PySide2.QtWidgets import QMainWindow, QMessageBox from statapp.calculations import generateXValues, generateYValues from statapp.generate_factor_window import GenerateFactorWindow from statapp.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.ui.ui_main_window import Ui_MainWindow from statapp.utils import buildMessageBox, addIcon from statapp.variance_analysis import VarianceAnalysisWindow @@ -51,6 +54,7 @@ class MainWindow(QMainWindow): self.ui.varianceAnalysisAction, self.ui.correlationAnalisisAction, self.ui.linearPolynomAction, + self.ui.squaredPolynomAction, ] self.aboutWindow = None @@ -59,15 +63,18 @@ class MainWindow(QMainWindow): self.model = InputValuesModel() self.fileModel = FileSLCModel() self.ui.tableView.setModel(self.model) + self.ui.tableView.setHorizontalHeader( + MathTexHeaderView(self.ui.tableView, orientation=QtCore.Qt.Horizontal) + ) self.model.layoutChanged.connect(self.updateActionsEnabled) self.updateActionsEnabled() # # Для быстрой отладки - # n = 10 - # y = generateYValues(100, 5, n) - # x1 = generateXValues(20, 2, 0, y) - # x2 = generateXValues(10, 1, 0, y) - # self.model.updateAllData(np.concatenate([y, x1, x2], axis=1)) + n = 10 + y = generateYValues(100, 5, n) + x1 = generateXValues(20, 2, 0, y) + x2 = generateXValues(10, 1, 0, y) + self.model.updateAllData(np.concatenate([y, x1, x2], axis=1)) def updateActionsEnabled(self): @@ -178,6 +185,11 @@ class MainWindow(QMainWindow): dw = LinearPolynomWindow(self.model.getData()) dw.exec() + @Slot() + def on_squaredPolynomAction_triggered(self): + dw = SquaredPolynomWindow(self.model.getData()) + dw.exec() + def closeEvent(self, event): if self.isDataChanged: file = '' diff --git a/statapp/mathtex_header_view.py b/statapp/mathtex_header_view.py new file mode 100644 index 0000000..ee21a80 --- /dev/null +++ b/statapp/mathtex_header_view.py @@ -0,0 +1,107 @@ +# +# 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 . +# +import matplotlib.pyplot as plt +import matplotlib as mpl +import sympy +from PySide2 import QtCore, QtGui +from PySide2.QtCore import Qt +from PySide2.QtWidgets import QHeaderView, QStyleOptionHeader, QStyle +from matplotlib.backends.backend_agg import FigureCanvasAgg + +# Основано на https://stackoverflow.com/questions/32035251/ + +plt.rc('mathtext', fontset='cm') + + +def mathTexToQPixMap(mathTex, fs): + # ---- set up a mpl figure instance ---- + fig = mpl.figure.Figure() + fig.patch.set_facecolor('none') + fig.set_canvas(FigureCanvasAgg(fig)) + renderer = fig.canvas.get_renderer() + # ---- plot the mathTex expression ---- + ax = fig.add_axes([0, 0, 1, 1]) + ax.axis('off') + ax.patch.set_facecolor('none') + t = ax.text(0, 0, f'${mathTex}$', ha='left', va='bottom', fontsize=fs) + # ---- fit figure size to text artist ---- + fWidth, fHeight = fig.get_size_inches() + figBBox = fig.get_window_extent(renderer) + textBBox = t.get_window_extent(renderer) + tightFWidth = textBBox.width * fWidth / figBBox.width + tightFHeight = textBBox.height * fHeight / figBBox.height + fig.set_size_inches(tightFWidth, tightFHeight) + # ---- convert mpl figure to QPixmap ---- + buf, size = fig.canvas.print_to_buffer() + + return QtGui.QPixmap( + QtGui.QImage.rgbSwapped( + QtGui.QImage( + buf, size[0], size[1], QtGui.QImage.Format_ARGB32 + ) + ) + ) + + +class CacheQPixMap(dict): + def get(self, __key): + v = super().get(__key) + if v is None: + v = mathTexToQPixMap(sympy.latex(sympy.sympify(__key)), 14) + super().__setitem__(__key, v) + return v + + +class MathTexHeaderView(QHeaderView): + def __init__(self, view, orientation=QtCore.Qt.Vertical): + super().__init__(orientation, view) + + if orientation == QtCore.Qt.Vertical: + self.setStyleSheet( + "QHeaderView::section { padding-left: 15px; padding-right: 15px }" + ) + + self.converter = CacheQPixMap() + + def paintSection(self, painter, rect, logicalIndex): + opt = QStyleOptionHeader() + self.initStyleOption(opt) + + opt.rect = rect + opt.section = logicalIndex + opt.text = "" + + mousePos = self.mapFromGlobal(QtGui.QCursor.pos()) + if rect.contains(mousePos): + opt.state |= QStyle.State_MouseOver + + painter.save() + self.style().drawControl(QStyle.CE_Header, opt, painter, self) + painter.restore() + + data = self.model().headerData(logicalIndex, self.orientation(), Qt.DisplayRole) + + if data: + qPixMap = self.converter.get(data) + xPix = (rect.width() - qPixMap.size().width()) / 2. + rect.x() + yPix = (rect.height() - qPixMap.size().height()) / 2. + rect.y() + rect = QtCore.QRect(xPix, yPix, qPixMap.size().width(), + qPixMap.size().height()) + painter.drawPixmap(rect, qPixMap) diff --git a/statapp/models/linear_polynom_model.py b/statapp/models/regression_result_model.py similarity index 77% rename from statapp/models/linear_polynom_model.py rename to statapp/models/regression_result_model.py index 249ae16..855ea8a 100644 --- a/statapp/models/linear_polynom_model.py +++ b/statapp/models/regression_result_model.py @@ -17,15 +17,18 @@ # You should have received a copy of the GNU General Public License # along with this program. If not, see . # -from PySide2.QtCore import QModelIndex - +from statapp.calculations import RegressionResult from statapp.models.ro_table_model import ROTableModel -class LinearPolynomModel(ROTableModel): +class RegressionResultModel(ROTableModel): + def __init__(self, result: RegressionResult): + data = result.paramsAndImportance + super().__init__(data) + self._monomials = result.monomials + def getHorizontalHeader(self): return ['Коэффициент регрессии', 'Коэффициент значимости'] def getVerticalHeader(self): - count = (self.rowCount(QModelIndex())) - return ['Свободный член'] + [f'X{i}' for i in range(1, count)] + return self._monomials diff --git a/statapp/models/utils.py b/statapp/models/utils.py index 7d8f9ec..0b0712c 100644 --- a/statapp/models/utils.py +++ b/statapp/models/utils.py @@ -18,4 +18,4 @@ # along with this program. If not, see . # def yxHeader(count): - return ['Y'] + [f'X{i}' for i in range(1, count)] + return ['y'] + [f'x{i}' for i in range(1, count)] diff --git a/statapp/squared_polynom_window.py b/statapp/squared_polynom_window.py new file mode 100644 index 0000000..37475b1 --- /dev/null +++ b/statapp/squared_polynom_window.py @@ -0,0 +1,44 @@ +# +# 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 . +# +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 + + +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.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)) diff --git a/statapp/ui/linear_polynom_window.ui b/statapp/ui/linear_polynom_window.ui index 09e0768..75cf5f3 100644 --- a/statapp/ui/linear_polynom_window.ui +++ b/statapp/ui/linear_polynom_window.ui @@ -17,7 +17,17 @@ - + + + 40 + + + 40 + + + 40 + + diff --git a/statapp/ui/main_window.ui b/statapp/ui/main_window.ui index dd762e4..a23d2ec 100644 --- a/statapp/ui/main_window.ui +++ b/statapp/ui/main_window.ui @@ -70,6 +70,7 @@ Моделирование + @@ -129,6 +130,11 @@ Линейный полином + + + Квадратичный полином + + diff --git a/statapp/ui/squared_polynom_window.ui b/statapp/ui/squared_polynom_window.ui new file mode 100644 index 0000000..cafa563 --- /dev/null +++ b/statapp/ui/squared_polynom_window.ui @@ -0,0 +1,49 @@ + + + SquaredPolynomWindow + + + + 0 + 0 + 630 + 400 + + + + Квадратичный полином + + + + + + + + + + + 10 + + + + + Остаточная дисперсия: + + + + + + + undefined + + + + + + + + + + + + diff --git a/statapp/ui/ui_linear_polynom_window.py b/statapp/ui/ui_linear_polynom_window.py index 254cb4e..9d76bac 100644 --- a/statapp/ui/ui_linear_polynom_window.py +++ b/statapp/ui/ui_linear_polynom_window.py @@ -44,6 +44,9 @@ class Ui_LinearPolynomWindow(object): 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) diff --git a/statapp/ui/ui_main_window.py b/statapp/ui/ui_main_window.py index 92106cf..6049b84 100644 --- a/statapp/ui/ui_main_window.py +++ b/statapp/ui/ui_main_window.py @@ -56,6 +56,8 @@ class Ui_MainWindow(object): self.correlationAnalisisAction.setObjectName(u"correlationAnalisisAction") self.linearPolynomAction = QAction(MainWindow) self.linearPolynomAction.setObjectName(u"linearPolynomAction") + self.squaredPolynomAction = QAction(MainWindow) + self.squaredPolynomAction.setObjectName(u"squaredPolynomAction") self.centralwidget = QWidget(MainWindow) self.centralwidget.setObjectName(u"centralwidget") self.gridLayout = QGridLayout(self.centralwidget) @@ -104,6 +106,7 @@ class Ui_MainWindow(object): self.analyzemenu.addAction(self.varianceAnalysisAction) self.analyzemenu.addAction(self.correlationAnalisisAction) self.modelmenu.addAction(self.linearPolynomAction) + self.modelmenu.addAction(self.squaredPolynomAction) self.helpmenu.addAction(self.aboutmenuaction) self.retranslateUi(MainWindow) @@ -122,6 +125,7 @@ class Ui_MainWindow(object): self.varianceAnalysisAction.setText(QCoreApplication.translate("MainWindow", u"\u0414\u0438\u0441\u043f\u0435\u0440\u0441\u0438\u043e\u043d\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437", None)) self.correlationAnalisisAction.setText(QCoreApplication.translate("MainWindow", u"\u041a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437", None)) self.linearPolynomAction.setText(QCoreApplication.translate("MainWindow", u"\u041b\u0438\u043d\u0435\u0439\u043d\u044b\u0439 \u043f\u043e\u043b\u0438\u043d\u043e\u043c", None)) + self.squaredPolynomAction.setText(QCoreApplication.translate("MainWindow", u"\u041a\u0432\u0430\u0434\u0440\u0430\u0442\u0438\u0447\u043d\u044b\u0439 \u043f\u043e\u043b\u0438\u043d\u043e\u043c", None)) self.label.setText(QCoreApplication.translate("MainWindow", u"\u0421\u0422\u0410\u0422\u0418\u0421\u0422\u0418\u0427\u0415\u0421\u041a\u0418\u0415 \u0414\u0410\u041d\u041d\u042b\u0415", None)) self.filemenu.setTitle(QCoreApplication.translate("MainWindow", u"\u0424\u0430\u0439\u043b", None)) self.generatemenu.setTitle(QCoreApplication.translate("MainWindow", u"\u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u0439", None)) diff --git a/statapp/ui/ui_squared_polynom_window.py b/statapp/ui/ui_squared_polynom_window.py new file mode 100644 index 0000000..f81373e --- /dev/null +++ b/statapp/ui/ui_squared_polynom_window.py @@ -0,0 +1,79 @@ +# -*- 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 . +# + + +################################################################################ +## 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 diff --git a/statapp/variance_analysis.py b/statapp/variance_analysis.py index 0209049..75609af 100644 --- a/statapp/variance_analysis.py +++ b/statapp/variance_analysis.py @@ -20,6 +20,7 @@ from PySide2.QtWidgets import QDialog, QHeaderView from statapp.calculations import varianceAnalysis +from statapp.mathtex_header_view import MathTexHeaderView from statapp.models.variance_analysis_model import VarianceAnalysisModel from statapp.ui.ui_variance_analysis_window import Ui_VarianceAnalysisWindow from statapp.utils import addIcon @@ -34,6 +35,9 @@ class VarianceAnalysisWindow(QDialog): res = varianceAnalysis(data) self.model = VarianceAnalysisModel(res.round(2)) self.ui.tableView.setModel(self.model) + self.ui.tableView.setVerticalHeader( + MathTexHeaderView(self.ui.tableView) + ) header = self.ui.tableView.horizontalHeader() header.setSectionResizeMode(QHeaderView.ResizeMode.Stretch)