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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 rev: v0.8.8
hooks: hooks:
- id: licenseheaders - 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 pass_filenames: false
- repo: local - repo: local
hooks: 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 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__ 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] [MESSAGES CONTROL]
disable= disable=
unused-argument, unused-argument,

525
poetry.lock generated
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@ -49,6 +49,92 @@ files = [
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] ]
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description = "Python library for calculating contours of 2D quadrilateral grids"
optional = false
python-versions = ">=3.8"
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test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
test-no-images = ["pytest", "pytest-cov", "wurlitzer"]
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name = "cycler"
version = "0.12.1"
description = "Composable style cycles"
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[[package]] [[package]]
name = "dill" name = "dill"
version = "0.3.7" version = "0.3.7"
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optional = false optional = false
python-versions = ">=3.7" python-versions = ">=3.7"
files = [ files = [
{file = "pyinstaller-hooks-contrib-2023.9.tar.gz", hash = "sha256:76084b5988e3957a9df169d2a935d65500136967e710ddebf57263f1a909cd80"}, {file = "pyinstaller-hooks-contrib-2023.10.tar.gz", hash = "sha256:4b4a998036abb713774cb26534ca06b7e6e09e4c628196017a10deb11a48747f"},
{file = "pyinstaller_hooks_contrib-2023.9-py2.py3-none-any.whl", hash = "sha256:f34f4c6807210025c8073ebe665f422a3aa2ac5f4c7ebf4c2a26cc77bebf63b5"}, {file = "pyinstaller_hooks_contrib-2023.10-py2.py3-none-any.whl", hash = "sha256:6dc1786a8f452941245d5bb85893e2a33632ebdcbc4c23eea41f2ee08281b0c0"},
] ]
[[package]] [[package]]
@ -450,6 +885,20 @@ typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""
spelling = ["pyenchant (>=3.2,<4.0)"] spelling = ["pyenchant (>=3.2,<4.0)"]
testutils = ["gitpython (>3)"] testutils = ["gitpython (>3)"]
[[package]]
name = "pyparsing"
version = "3.1.1"
description = "pyparsing module - Classes and methods to define and execute parsing grammars"
optional = false
python-versions = ">=3.6.8"
files = [
{file = "pyparsing-3.1.1-py3-none-any.whl", hash = "sha256:32c7c0b711493c72ff18a981d24f28aaf9c1fb7ed5e9667c9e84e3db623bdbfb"},
{file = "pyparsing-3.1.1.tar.gz", hash = "sha256:ede28a1a32462f5a9705e07aea48001a08f7cf81a021585011deba701581a0db"},
]
[package.extras]
diagrams = ["jinja2", "railroad-diagrams"]
[[package]] [[package]]
name = "pyside2" name = "pyside2"
version = "5.15.2.1" 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 = ["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"] 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]] [[package]]
name = "shiboken2" name = "shiboken2"
version = "5.15.2.1" version = "5.15.2.1"
@ -605,6 +1076,20 @@ files = [
{file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"}, {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]] [[package]]
name = "tomli" name = "tomli"
version = "2.0.1" version = "2.0.1"
@ -771,4 +1256,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
[metadata] [metadata]
lock-version = "2.0" lock-version = "2.0"
python-versions = ">=3.8,<3.9" 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'" } pylint = { version = "^2", markers = "python_version < '3.9'" }
# scipy = { version = "^1", markers = "python_version < '3.9'" } # scipy = { version = "^1", markers = "python_version < '3.9'" }
# openpyxl = "^3.1.2" # openpyxl = "^3.1.2"
sympy = "^1.12"
matplotlib = "^3.7.0"
[build-system] [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 numpy as np
import pandas as pd import pandas as pd
from statapp._vendor.multipolyfit import multipolyfit, getTerms
DIRECT_LINK = 0 DIRECT_LINK = 0
INDIRECT_LINK = 1 INDIRECT_LINK = 1
@ -58,13 +59,21 @@ def varianceAnalysis(data):
def correlationAnalysis(data): def correlationAnalysis(data):
return pd.DataFrame(data).corr().to_numpy() return pd.DataFrame(data).corr().to_numpy()
@dataclass() @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 paramsAndImportance: np.ndarray
residualVariance: np.float64 residualVariance: np.float64
monomials: list
def linearPolynom(inputData) -> LinearPolynomResult: def linearPolynom(inputData) -> RegressionResult:
x = inputData[:, 1:] x = inputData[:, 1:]
y = inputData[:, 0] y = inputData[:, 0]
data = pd.DataFrame(x) data = pd.DataFrame(x)
@ -75,8 +84,6 @@ def linearPolynom(inputData) -> LinearPolynomResult:
params = result[0] params = result[0]
# Остатки # Остатки
residues = result[1] residues = result[1]
# Степень свободы
dof = len(data) - len(params) dof = len(data) - len(params)
mse = residues / dof mse = residues / dof
cov = mse * np.diagonal(np.linalg.inv(data.T @ data)) cov = mse * np.diagonal(np.linalg.inv(data.T @ data))
@ -88,7 +95,25 @@ def linearPolynom(inputData) -> LinearPolynomResult:
out[0] = params out[0] = params
out[1] = tStatistics out[1] = tStatistics
return LinearPolynomResult( return RegressionResult(
out.to_numpy(), 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 # You should have received a copy of the GNU General Public License
# along with this program. If not, see <http://www.gnu.org/licenses/>. # along with this program. If not, see <http://www.gnu.org/licenses/>.
# #
from PySide2 import QtCore
from PySide2.QtCore import QSize from PySide2.QtCore import QSize
from PySide2.QtGui import QIcon from PySide2.QtGui import QIcon
from PySide2.QtWidgets import QDialog, QHeaderView from PySide2.QtWidgets import QDialog, QHeaderView
from statapp.calculations import correlationAnalysis from statapp.calculations import correlationAnalysis
from statapp.mathtex_header_view import MathTexHeaderView
from statapp.models.correlation_analysis_model import CorrelationAnalysisModel from statapp.models.correlation_analysis_model import CorrelationAnalysisModel
from statapp.ui.ui_correlation_analysis_window import Ui_CorrelationAnalysisWindow from statapp.ui.ui_correlation_analysis_window import Ui_CorrelationAnalysisWindow
from statapp.utils import resourcePath from statapp.utils import resourcePath
@ -36,6 +38,12 @@ class CorrelationAnalysisWindow(QDialog):
res = correlationAnalysis(data) res = correlationAnalysis(data)
self.model = CorrelationAnalysisModel(res.round(2)) self.model = CorrelationAnalysisModel(res.round(2))
self.ui.tableView.setModel(self.model) 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 = self.ui.tableView.horizontalHeader()
header.setSectionResizeMode(QHeaderView.ResizeMode.Stretch) header.setSectionResizeMode(QHeaderView.ResizeMode.Stretch)

6
statapp/linear_polynom_window.py
View File

@ -20,7 +20,8 @@
from PySide2.QtWidgets import QDialog, QHeaderView from PySide2.QtWidgets import QDialog, QHeaderView
from statapp.calculations import linearPolynom 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.ui.ui_linear_polynom_window import Ui_LinearPolynomWindow
from statapp.utils import addIcon from statapp.utils import addIcon
@ -34,8 +35,9 @@ class LinearPolynomWindow(QDialog):
result = linearPolynom(data) result = linearPolynom(data)
self.model = LinearPolynomModel(result.paramsAndImportance.round(2)) self.model = RegressionResultModel(result)
self.ui.tableView.setModel(self.model) self.ui.tableView.setModel(self.model)
self.ui.tableView.setVerticalHeader(MathTexHeaderView(self.ui.tableView))
header = self.ui.tableView.horizontalHeader() header = self.ui.tableView.horizontalHeader()
header.setSectionResizeMode(QHeaderView.ResizeMode.Stretch) 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/>. # along with this program. If not, see <http://www.gnu.org/licenses/>.
# #
import numpy as np import numpy as np
from PySide2 import QtCore
from PySide2.QtCore import Slot from PySide2.QtCore import Slot
from PySide2.QtWidgets import QMainWindow, QMessageBox from PySide2.QtWidgets import QMainWindow, QMessageBox
from statapp.calculations import generateXValues, generateYValues from statapp.calculations import generateXValues, generateYValues
from statapp.generate_factor_window import GenerateFactorWindow from statapp.generate_factor_window import GenerateFactorWindow
from statapp.linear_polynom_window import LinearPolynomWindow from statapp.linear_polynom_window import LinearPolynomWindow
from statapp.mathtex_header_view import MathTexHeaderView
from statapp.models.input_values_model import InputValuesModel from statapp.models.input_values_model import InputValuesModel
from statapp.generate_window import GenerateWindow from statapp.generate_window import GenerateWindow
from statapp.about_window import AboutWindow from statapp.about_window import AboutWindow
from statapp.models.fileslc_model import FileSLCModel 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.ui.ui_main_window import Ui_MainWindow
from statapp.utils import buildMessageBox, addIcon from statapp.utils import buildMessageBox, addIcon
from statapp.variance_analysis import VarianceAnalysisWindow from statapp.variance_analysis import VarianceAnalysisWindow
@ -51,6 +54,7 @@ class MainWindow(QMainWindow):
self.ui.varianceAnalysisAction, self.ui.varianceAnalysisAction,
self.ui.correlationAnalisisAction, self.ui.correlationAnalisisAction,
self.ui.linearPolynomAction, self.ui.linearPolynomAction,
self.ui.squaredPolynomAction,
] ]
self.aboutWindow = None self.aboutWindow = None
@ -59,15 +63,18 @@ class MainWindow(QMainWindow):
self.model = InputValuesModel() self.model = InputValuesModel()
self.fileModel = FileSLCModel() self.fileModel = FileSLCModel()
self.ui.tableView.setModel(self.model) 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.model.layoutChanged.connect(self.updateActionsEnabled)
self.updateActionsEnabled() self.updateActionsEnabled()
# #
# Для быстрой отладки # Для быстрой отладки
# n = 10 n = 10
# y = generateYValues(100, 5, n) y = generateYValues(100, 5, n)
# x1 = generateXValues(20, 2, 0, y) x1 = generateXValues(20, 2, 0, y)
# x2 = generateXValues(10, 1, 0, y) x2 = generateXValues(10, 1, 0, y)
# self.model.updateAllData(np.concatenate([y, x1, x2], axis=1)) self.model.updateAllData(np.concatenate([y, x1, x2], axis=1))
def updateActionsEnabled(self): def updateActionsEnabled(self):
@ -178,6 +185,11 @@ class MainWindow(QMainWindow):
dw = LinearPolynomWindow(self.model.getData()) dw = LinearPolynomWindow(self.model.getData())
dw.exec() dw.exec()
@Slot()
def on_squaredPolynomAction_triggered(self):
dw = SquaredPolynomWindow(self.model.getData())
dw.exec()
def closeEvent(self, event): def closeEvent(self, event):
if self.isDataChanged: if self.isDataChanged:
file = '' 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 # You should have received a copy of the GNU General Public License
# along with this program. If not, see <http://www.gnu.org/licenses/>. # 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 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): def getHorizontalHeader(self):
return ['Коэффициент регрессии', 'Коэффициент значимости'] return ['Коэффициент регрессии', 'Коэффициент значимости']
def getVerticalHeader(self): def getVerticalHeader(self):
count = (self.rowCount(QModelIndex())) return self._monomials
return ['Свободный член'] + [f'X{i}' for i in range(1, count)]

2
statapp/models/utils.py
View File

@ -18,4 +18,4 @@
# along with this program. If not, see <http://www.gnu.org/licenses/>. # along with this program. If not, see <http://www.gnu.org/licenses/>.
# #
def yxHeader(count): 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"> <item row="0" column="0">
<layout class="QGridLayout" name="gridLayout"> <layout class="QGridLayout" name="gridLayout">
<item row="0" column="0"> <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>
<item row="1" column="0"> <item row="1" column="0">
<layout class="QGridLayout" name="gridLayout_3"> <layout class="QGridLayout" name="gridLayout_3">

6
statapp/ui/main_window.ui
View File

@ -70,6 +70,7 @@
<string>Моделирование</string> <string>Моделирование</string>
</property> </property>
<addaction name="linearPolynomAction"/> <addaction name="linearPolynomAction"/>
<addaction name="squaredPolynomAction"/>
</widget> </widget>
<widget class="QMenu" name="helpmenu"> <widget class="QMenu" name="helpmenu">
<property name="title"> <property name="title">
@ -129,6 +130,11 @@
<string>Линейный полином</string> <string>Линейный полином</string>
</property> </property>
</action> </action>
<action name="squaredPolynomAction">
<property name="text">
<string>Квадратичный полином</string>
</property>
</action>
</widget> </widget>
<resources/> <resources/>
<connections/> <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.gridLayout.setObjectName(u"gridLayout")
self.tableView = QTableView(LinearPolynomWindow) self.tableView = QTableView(LinearPolynomWindow)
self.tableView.setObjectName(u"tableView") 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.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.correlationAnalisisAction.setObjectName(u"correlationAnalisisAction")
self.linearPolynomAction = QAction(MainWindow) self.linearPolynomAction = QAction(MainWindow)
self.linearPolynomAction.setObjectName(u"linearPolynomAction") self.linearPolynomAction.setObjectName(u"linearPolynomAction")
self.squaredPolynomAction = QAction(MainWindow)
self.squaredPolynomAction.setObjectName(u"squaredPolynomAction")
self.centralwidget = QWidget(MainWindow) self.centralwidget = QWidget(MainWindow)
self.centralwidget.setObjectName(u"centralwidget") self.centralwidget.setObjectName(u"centralwidget")
self.gridLayout = QGridLayout(self.centralwidget) self.gridLayout = QGridLayout(self.centralwidget)
@ -104,6 +106,7 @@ class Ui_MainWindow(object):
self.analyzemenu.addAction(self.varianceAnalysisAction) self.analyzemenu.addAction(self.varianceAnalysisAction)
self.analyzemenu.addAction(self.correlationAnalisisAction) self.analyzemenu.addAction(self.correlationAnalisisAction)
self.modelmenu.addAction(self.linearPolynomAction) self.modelmenu.addAction(self.linearPolynomAction)
self.modelmenu.addAction(self.squaredPolynomAction)
self.helpmenu.addAction(self.aboutmenuaction) self.helpmenu.addAction(self.aboutmenuaction)
self.retranslateUi(MainWindow) 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.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.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.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.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.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)) 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 PySide2.QtWidgets import QDialog, QHeaderView
from statapp.calculations import varianceAnalysis from statapp.calculations import varianceAnalysis
from statapp.mathtex_header_view import MathTexHeaderView
from statapp.models.variance_analysis_model import VarianceAnalysisModel from statapp.models.variance_analysis_model import VarianceAnalysisModel
from statapp.ui.ui_variance_analysis_window import Ui_VarianceAnalysisWindow from statapp.ui.ui_variance_analysis_window import Ui_VarianceAnalysisWindow
from statapp.utils import addIcon from statapp.utils import addIcon
@ -34,6 +35,9 @@ class VarianceAnalysisWindow(QDialog):
res = varianceAnalysis(data) res = varianceAnalysis(data)
self.model = VarianceAnalysisModel(res.round(2)) self.model = VarianceAnalysisModel(res.round(2))
self.ui.tableView.setModel(self.model) self.ui.tableView.setModel(self.model)
self.ui.tableView.setVerticalHeader(
MathTexHeaderView(self.ui.tableView)
)
header = self.ui.tableView.horizontalHeader() header = self.ui.tableView.horizontalHeader()
header.setSectionResizeMode(QHeaderView.ResizeMode.Stretch) header.setSectionResizeMode(QHeaderView.ResizeMode.Stretch)