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feat: добавлен "Квадратичный полином" (#81)

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Closes #34.
This commit is contained in:
Maxim Slipenko 2023-10-20 13:26:49 +03:00 committed by GitHub
parent 044d2b61cf
commit 9033770406
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GPG Key ID: 4AEE18F83AFDEB23
20 changed files with 1020 additions and 41 deletions
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2
.pre-commit-config.yaml
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@ -16,7 +16,7 @@ repos:
rev: v0.8.8
hooks:
- id: licenseheaders
args: ["-t", ".copyright.tmpl", "-cy", "-f", "-d", "statapp"]
args: ["-t", ".copyright.tmpl", "-cy", "-f", "-d", "statapp", "-x", "statapp/_vendor/*.py"]
pass_filenames: false
- repo: local
hooks:

3
.pylintrc
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@ -14,6 +14,9 @@ argument-rgx=^_?[a-z][a-zA-Z0-9]+$|^_?[a-z0-9]+$
function-rgx=^_?[a-z][a-zA-Z0-9]+$ # camelCase
method-rgx=^_?[a-z][a-zA-Z0-9]+$|^_?on_[a-z][a-zA-Z]+_[a-z][a-zA-Z]+|^__init__$ # camelCase, on_camelCaseWidget_camelCaseSignal and __init__
[SIMILARITIES]
min-similarity-lines=8
[MESSAGES CONTROL]
disable=
unused-argument,

525
poetry.lock generated
View File

@ -49,6 +49,92 @@ files = [
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]
[[package]]
name = "contourpy"
version = "1.1.1"
description = "Python library for calculating contours of 2D quadrilateral grids"
optional = false
python-versions = ">=3.8"
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bokeh = ["bokeh", "selenium"]
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test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
test-no-images = ["pytest", "pytest-cov", "wurlitzer"]
[[package]]
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version = "0.12.1"
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python-versions = ">=3.8"
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tests = ["pytest", "pytest-cov", "pytest-xdist"]
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testing = ["covdefaults (>=2.3)", "coverage (>=7.3)", "diff-cover (>=7.7)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)", "pytest-timeout (>=2.1)"]
typing = ["typing-extensions (>=4.7.1)"]
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version = "5.15.2.1"
@ -579,6 +1028,28 @@ docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments
testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-ruff", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
testing-integration = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "packaging (>=23.1)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
[[package]]
name = "setuptools-scm"
version = "8.0.4"
description = "the blessed package to manage your versions by scm tags"
optional = false
python-versions = ">=3.8"
files = [
{file = "setuptools-scm-8.0.4.tar.gz", hash = "sha256:b5f43ff6800669595193fd09891564ee9d1d7dcb196cab4b2506d53a2e1c95c7"},
{file = "setuptools_scm-8.0.4-py3-none-any.whl", hash = "sha256:b47844cd2a84b83b3187a5782c71128c28b4c94cad8bfb871da2784a5cb54c4f"},
]
[package.dependencies]
packaging = ">=20"
setuptools = "*"
tomli = {version = ">=1", markers = "python_version < \"3.11\""}
typing-extensions = "*"
[package.extras]
docs = ["entangled-cli[rich]", "mkdocs", "mkdocs-entangled-plugin", "mkdocs-material", "mkdocstrings[python]", "pygments"]
rich = ["rich"]
test = ["build", "pytest", "rich", "wheel"]
[[package]]
name = "shiboken2"
version = "5.15.2.1"
@ -605,6 +1076,20 @@ files = [
{file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
]
[[package]]
name = "sympy"
version = "1.12"
description = "Computer algebra system (CAS) in Python"
optional = false
python-versions = ">=3.8"
files = [
{file = "sympy-1.12-py3-none-any.whl", hash = "sha256:c3588cd4295d0c0f603d0f2ae780587e64e2efeedb3521e46b9bb1d08d184fa5"},
{file = "sympy-1.12.tar.gz", hash = "sha256:ebf595c8dac3e0fdc4152c51878b498396ec7f30e7a914d6071e674d49420fb8"},
]
[package.dependencies]
mpmath = ">=0.19"
[[package]]
name = "tomli"
version = "2.0.1"
@ -771,4 +1256,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
[metadata]
lock-version = "2.0"
python-versions = ">=3.8,<3.9"
content-hash = "ff683c2a3f778cd6ad946d6aa4b1f567514f36026e07fccffdb2cd7e86778e0a"
content-hash = "d880bc52026e5b5c0d712b5eb2f75f45102a1212699ecc6ea70144c02046e09a"

2
pyproject.toml
View File

@ -17,6 +17,8 @@ pandas = { version = "^2", markers = "python_version < '3.9'" }
pylint = { version = "^2", markers = "python_version < '3.9'" }
# scipy = { version = "^1", markers = "python_version < '3.9'" }
# openpyxl = "^3.1.2"
sympy = "^1.12"
matplotlib = "^3.7.0"
[build-system]

133
statapp/_vendor/multipolyfit.py Normal file
View File

@ -0,0 +1,133 @@
# Copyright (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

37
statapp/calculations.py
View File

@ -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)]
)

8
statapp/correlation_analysis.py
View File

@ -17,11 +17,13 @@
# 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 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)

6
statapp/linear_polynom_window.py
View File

@ -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)

22
statapp/main_window.py
View File

@ -18,16 +18,19 @@
# along with this program. If not, see <http://www.gnu.org/licenses/>.
#
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 = ''

107
statapp/mathtex_header_view.py Normal file
View File

@ -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 <http://www.gnu.org/licenses/>.
#
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)

13
statapp/models/linear_polynom_model.py → statapp/models/regression_result_model.py
View File

@ -17,15 +17,18 @@
# 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.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

2
statapp/models/utils.py
View File

@ -18,4 +18,4 @@
# along with this program. If not, see <http://www.gnu.org/licenses/>.
#
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)]

44
statapp/squared_polynom_window.py Normal file
View File

@ -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 <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
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))

12
statapp/ui/linear_polynom_window.ui
View File

@ -17,7 +17,17 @@
<item row="0" column="0">
<layout class="QGridLayout" name="gridLayout">
<item row="0" column="0">
<widget class="QTableView" name="tableView"/>
<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">

6
statapp/ui/main_window.ui
View File

@ -70,6 +70,7 @@
<string>Моделирование</string>
</property>
<addaction name="linearPolynomAction"/>
<addaction name="squaredPolynomAction"/>
</widget>
<widget class="QMenu" name="helpmenu">
<property name="title">
@ -129,6 +130,11 @@
<string>Линейный полином</string>
</property>
</action>
<action name="squaredPolynomAction">
<property name="text">
<string>Квадратичный полином</string>
</property>
</action>
</widget>
<resources/>
<connections/>

49
statapp/ui/squared_polynom_window.ui Normal file
View File

@ -0,0 +1,49 @@
<?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>

3
statapp/ui/ui_linear_polynom_window.py generated
View File

@ -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)

4
statapp/ui/ui_main_window.py generated
View File

@ -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))

79
statapp/ui/ui_squared_polynom_window.py generated Normal file
View File

@ -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 <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

4
statapp/variance_analysis.py
View File

@ -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)