diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 005dcb8..2312782 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -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:
diff --git a/.pylintrc b/.pylintrc
index c1bf43b..9336cc4 100644
--- a/.pylintrc
+++ b/.pylintrc
@@ -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,
diff --git a/poetry.lock b/poetry.lock
index 1c709bf..5f770c1 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -49,6 +49,92 @@ files = [
{file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
]
+[[package]]
+name = "contourpy"
+version = "1.1.1"
+description = "Python library for calculating contours of 2D quadrilateral grids"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
+numpy = {version = ">=1.16,<2.0", markers = "python_version <= \"3.11\""}
+
+[package.extras]
+bokeh = ["bokeh", "selenium"]
+docs = ["furo", "sphinx (>=7.2)", "sphinx-copybutton"]
+mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.4.1)", "types-Pillow"]
+test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
+test-no-images = ["pytest", "pytest-cov", "wurlitzer"]
+
+[[package]]
+name = "cycler"
+version = "0.12.1"
+description = "Composable style cycles"
+optional = false
+python-versions = ">=3.8"
+files = [
+ {file = "cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30"},
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+]
+
+[package.extras]
+docs = ["ipython", "matplotlib", "numpydoc", "sphinx"]
+tests = ["pytest", "pytest-cov", "pytest-xdist"]
+
[[package]]
name = "dill"
version = "0.3.7"
@@ -90,6 +176,71 @@ docs = ["furo (>=2023.7.26)", "sphinx (>=7.1.2)", "sphinx-autodoc-typehints (>=1
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)"]
+[[package]]
+name = "fonttools"
+version = "4.43.1"
+description = "Tools to manipulate font files"
+optional = false
+python-versions = ">=3.8"
+files = [
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]
[[package]]
@@ -450,6 +885,20 @@ typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""
spelling = ["pyenchant (>=3.2,<4.0)"]
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]]
name = "pyside2"
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"
diff --git a/pyproject.toml b/pyproject.toml
index 5a89242..dc9f1cd 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -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]
diff --git a/statapp/_vendor/multipolyfit.py b/statapp/_vendor/multipolyfit.py
new file mode 100644
index 0000000..c96b804
--- /dev/null
+++ b/statapp/_vendor/multipolyfit.py
@@ -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
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
+
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)