chore(main): release 0.7.0 (#88 )

🤖 I have created a release *beep* *boop* --- ## [0.7.0](https://github.com/shizand/statapp/compare/v0.6.0...v0.7.0) (2023-12-01) ### Новые функции * добавлена возможность ввода чисел до 5 знаков ([#87](https://github.com/shizand/statapp/issues/87)) ([dc7c487](dc7c4875d7)), closes [#82](https://github.com/shizand/statapp/issues/82) * Добавлены новые характеристики ([#89](https://github.com/shizand/statapp/issues/89)) ([b12db5a](b12db5a300)), closes [#84](https://github.com/shizand/statapp/issues/84) --- This PR was generated with [Release Please](https://github.com/googleapis/release-please). See [documentation](https://github.com/googleapis/release-please#release-please). Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
feat: Добавлены новые характеристики (#89 )
2025-10-08 05:03:27 +03:00 · 2023-12-01 14:11:49 +03:00 · 2023-12-01 14:03:20 +03:00 · 2023-11-25 14:21:05 +03:00 · 2023-10-25 17:11:09 +03:00 · 2023-10-25 17:09:30 +03:00
30 changed files with 1276 additions and 199 deletions
--- 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:
--- 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,
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,25 @@
 # Changelog
 ## [0.7.0](https://github.com/shizand/statapp/compare/v0.6.0...v0.7.0) (2023-12-01)
 ### Новые функции
 * добавлена возможность ввода чисел до 5 знаков ([#87](https://github.com/shizand/statapp/issues/87)) ([dc7c487](https://github.com/shizand/statapp/commit/dc7c4875d7e15ad8c9ae5fa16b4b589d156632dd)), closes [#82](https://github.com/shizand/statapp/issues/82)
 * Добавлены новые характеристики ([#89](https://github.com/shizand/statapp/issues/89)) ([b12db5a](https://github.com/shizand/statapp/commit/b12db5a3003802830784e26a14097ee9d68a0e64)), closes [#84](https://github.com/shizand/statapp/issues/84)
 ## [0.6.0](https://github.com/shizand/statapp/compare/v0.5.0...v0.6.0) (2023-10-20)
 ### Новые функции
 * добавлен "Квадратичный полином" ([#81](https://github.com/shizand/statapp/issues/81)) ([9033770](https://github.com/shizand/statapp/commit/9033770406a6163bee794be80da9d5eebf0fcb87))
 ### Исправления
 * исправлен формат сохранения файлов ([#79](https://github.com/shizand/statapp/issues/79)) ([044d2b6](https://github.com/shizand/statapp/commit/044d2b61cf068065a0fa0f33c8b0be94753eb84b))
 ## [0.5.0](https://github.com/shizand/statapp/compare/v0.4.2...v0.5.0) (2023-10-06)
--- a/README.md
+++ b/README.md
@@ -5,13 +5,13 @@
 [![Codacy Badge](https://app.codacy.com/project/badge/Grade/c4e370d74a8a4575b79afa8b9b74d130)](https://app.codacy.com/gh/shizand/statapp/dashboard?utm_source=gh&utm_medium=referral&utm_content=&utm_campaign=Badge_grade)
 ![License info](https://img.shields.io/github/license/shizand/statapp)
-Автоматизированное программное средство по статистическому анализу и регрессионному моделированию. Является идейным продолжателем программы STAT.exe (Produced by Reutov V.N., Donetsk University, 1990)
+Автоматизированное программное средство по статистическому анализу и регрессионному моделированию. Является идейным продолжателем программы STAT.exe (Produced by Reutov V.N., Donetsk University, 1990).
 Разработано двумя студентами ФГБОУ ВО «ДонНТУ» для своего университета.
 ## Поддерживаемые ОС и архитектуры
-В теории, должно работать на любой архитектуре и ОС где запускается Python 3.8 и есть Qt 5.
+В теории, должно работать на любой архитектуре и ОС, где запускается Python 3.8 и есть Qt 5.
 Работоспособность проверена на x64:
@@ -20,7 +20,11 @@
 ## Установка
-Существует два варианта statapp и statapp-onefile. Различия в том, что onefile версия поставляется одним единственным бинарным файлом. На Windows системах с включенным антивирусом это может вызывать [некоторые проблемы](https://qna.habr.com/q/988553).
+Программа распространяется с помощью [PyInstaller](https://pyinstaller.org/en/stable/). 
 Существует две версиии: **statapp** и **statapp-onefile**. 
 Различия в том, что onefile версия поставляется одним единственным бинарным файлом. На Windows системах с включенным антивирусом это может вызывать [некоторые проблемы](https://qna.habr.com/q/988553).
 ### Готовые двоичные файлы
--- a/poetry.lock
+++ b/poetry.lock
@@ -49,6 +49,92 @@ files = [
    {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
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 python-versions = ">=3.8"
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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 = [
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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)"]
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 name = "fonttools"
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 description = "Tools to manipulate font files"
 optional = false
 python-versions = ">=3.8"
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+    {file = "pre_commit-3.5.0.tar.gz", hash = "sha256:5804465c675b659b0862f07907f96295d490822a450c4c40e747d0b1c6ebcb32"},
 ]
 [package.dependencies]
@@ -381,23 +828,23 @@ virtualenv = ">=20.10.0"
 [[package]]
 name = "pyinstaller"
-version = "6.0.0"
+version = "6.1.0"
 description = "PyInstaller bundles a Python application and all its dependencies into a single package."
 optional = false
 python-versions = "<3.13,>=3.8"
 files = [
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+    {file = "pyinstaller-6.1.0-py3-none-manylinux2014_ppc64le.whl", hash = "sha256:bebf6f442bbe6343acaec873803510ee1930d026846a018f727da4e0690081f8"},
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+    {file = "pyinstaller-6.1.0-py3-none-musllinux_1_1_x86_64.whl", hash = "sha256:331f050e8f9e923bb6b50454acfc0547fd52092585c61eb5f2fc93de60703f13"},
-    {file = "pyinstaller-6.0.0-py3-none-win32.whl", hash = "sha256:68769f5e6722474bb1038e35560444659db8b951388bfe0c669bb52a640cd0eb"},
+    {file = "pyinstaller-6.1.0-py3-none-win32.whl", hash = "sha256:9e8b5bbc1bdf554ade1360e62e4959091430c3cc15ebfff3c28c8894fd1f312a"},
-    {file = "pyinstaller-6.0.0-py3-none-win_amd64.whl", hash = "sha256:438a9e0d72a57d5bba4f112d256e39ea4033c76c65414c0693d8311faa14b090"},
+    {file = "pyinstaller-6.1.0-py3-none-win_amd64.whl", hash = "sha256:f9f5bcaef6122d93c54ee7a9ecb07eab5b81a7ebfb5cb99af2b2a6ff49eff62f"},
-    {file = "pyinstaller-6.0.0-py3-none-win_arm64.whl", hash = "sha256:16a473065291dd7879bf596fa20e65bd9d1e8aafc2cef1bffa3e42e707e2e68e"},
+    {file = "pyinstaller-6.1.0-py3-none-win_arm64.whl", hash = "sha256:dd438afd2abb643f5399c0cb254a11c217c06782cb274a2911dd785f9f67fa9e"},
-    {file = "pyinstaller-6.0.0.tar.gz", hash = "sha256:d702cff041f30e7a53500b630e07b081e5328d4655023319253d73935e75ade2"},
+    {file = "pyinstaller-6.1.0.tar.gz", hash = "sha256:8f3d49c60f3344bf3d4a6d4258bda665dad185ab2b097341d3af2a6387c838ef"},
 ]
 [package.dependencies]
@@ -415,13 +862,13 @@ hook-testing = ["execnet (>=1.5.0)", "psutil", "pytest (>=2.7.3)"]
 [[package]]
 name = "pyinstaller-hooks-contrib"
-version = "2023.9"
+version = "2023.10"
 description = "Community maintained hooks for PyInstaller"
 optional = false
 python-versions = ">=3.7"
 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]]
@@ -450,6 +897,20 @@ 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 +1040,28 @@ 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 +1088,20 @@ 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 +1268,4 @@ 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 = "e8ca19934d2ae7c8fbe0238a777e8d7b8882c86d38a700bdd0495b175f1458fe"
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "statapp"
-version = "0.5.0"
+version = "0.7.0"
 description = ""
 authors = [
    "Maxim Slipenko <statapp@maks1ms.addy.io>"
@@ -17,6 +17,9 @@ 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"
 pillow = "9.5"
 [build-system]
--- a/statapp/_vendor/multipolyfit.py
+++ b/statapp/_vendor/multipolyfit.py
@@ -0,0 +1,124 @@
 # 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
 from numpy import linalg, zeros, ones, hstack, asarray
 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:
        return result, powers, a
    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
--- 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
@@ -58,37 +59,79 @@ 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
        scaledResidualVariance (np.float64): Остаточная дисперсия (масштабированная)
        monomials (list): Список одночленов в строковом виде без коэффициентов. Свободный член - c
    """
    paramsAndImportance: np.ndarray
    residualVariance: np.float64
    scaledResidualVariance: np.float64
    rSquared: np.float64
    fStatistic: np.float64
    monomials: list
-def linearPolynom(inputData) -> LinearPolynomResult:
+def commonPolynom(inputData, deg) -> RegressionResult:
    x = inputData[:, 1:]
    y = inputData[:, 0]
-    data = pd.DataFrame(x)
+    result, powers, data = multipolyfit(x, y, deg, full=True)
-    data.insert(0, 'const', 1)
+    (out, mse, scaledResidualVariance,
-    # ---
+     rSquared, fStatistic) = calculateStats(data, result[0], result[1], y)
    result = np.linalg.lstsq(data, y, rcond=None)
    # Коэффициенты регрессии
    params = result[0]
    # Остатки
    residues = result[1]
-    # Степень свободы
+    return RegressionResult(
-    dof = len(data) - len(params)
+        out.to_numpy(),
        np.float64(mse),
        np.float64(scaledResidualVariance),
        np.float64(rSquared),
        np.float64(fStatistic),
        ['c' if str(x) == '1' else str(x) for x in getTerms(powers)]
    )
 def linearPolynom(inputData) -> RegressionResult:
    return commonPolynom(inputData, 1)
 def squaredPolynom(inputData) -> RegressionResult:
    return commonPolynom(inputData, 2)
 def calculateStats(data, params, residues, y):
    # pylint: disable-msg=too-many-locals
    k = len(params)  # Количество оцениваемых параметров (коэффициентов)
    n = len(data)  # Количество наблюдений
    # Степень свободы (degrees of freedom) для остатков
    dof = n - k  # Количество наблюдений минус количество оцениваемых параметров
    # Остаточная дисперсия (Mean Squared Error, MSE)
    mse = residues / dof
    # Среднее значение остатков
    meanResiduals = np.sum(residues) / dof
    # Масштабированная остаточная дисперсия
    scaledResidualVariance = residues / meanResiduals ** 2
    # Ковариационная матрица коэффициентов
    cov = mse * np.diagonal(np.linalg.inv(data.T @ data))
    # Стандартные ошибки коэффициентов
    se = np.sqrt(cov)
    # T-статистики для каждого коэффициента регрессии
    tStatistics = params / se
-    # возможно стоит сделать через np.reshape + np.concatenate
+    # R-squared (коэффициент множественной детерминации)
    sst = np.sum((y - np.mean(y)) ** 2)  # Сумма квадратов отклонений
    rSquared = 1 - (mse[0] / sst)
    # F-statistic (статистика Фишера)
    fStatistic = (rSquared / (k - 1)) / ((1 - rSquared) / (n - k))
    out = pd.DataFrame()
    out[0] = params
    out[1] = tStatistics
-    return LinearPolynomResult(
+    return out, mse[0], scaledResidualVariance, rSquared, fStatistic
        out.to_numpy(),
        np.float64(mse[0])
    )
--- a/statapp/constants.py
+++ b/statapp/constants.py
@@ -0,0 +1,20 @@
 #
 # 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/>.
 #
 NUMBERS_PRECISION = 5
--- a/statapp/correlation_analysis.py
+++ b/statapp/correlation_analysis.py
@@ -17,11 +17,14 @@
 # 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.constants import NUMBERS_PRECISION
 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
@@ -34,8 +37,14 @@ class CorrelationAnalysisWindow(QDialog):
        self.ui.setupUi(self)
        res = correlationAnalysis(data)
-        self.model = CorrelationAnalysisModel(res.round(2))
+        self.model = CorrelationAnalysisModel(res.round(NUMBERS_PRECISION))
        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)
--- a/statapp/main_window.py
+++ b/statapp/main_window.py
@@ -18,18 +18,22 @@
 # 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.constants import NUMBERS_PRECISION
 from statapp.generate_factor_window import GenerateFactorWindow
-from statapp.linear_polynom_window import LinearPolynomWindow
+from statapp.polynoms.linear_polynom_window import LinearPolynomWindow
 from statapp.mathtex_header_view import MathTexHeaderView
 from statapp.models.input_values_model import InputValuesModel
 from statapp.generate_window import GenerateWindow
 from statapp.about_window import AboutWindow
 from statapp.models.fileslc_model import FileSLCModel
 from statapp.polynoms.squared_polynom_window import SquaredPolynomWindow
 from statapp.ui.ui_main_window import Ui_MainWindow
-from statapp.utils import buildMessageBox, addIcon
+from statapp.utils import buildMessageBox, addIcon, FloatDelegate
 from statapp.variance_analysis import VarianceAnalysisWindow
 from statapp.correlation_analysis import CorrelationAnalysisWindow
@@ -51,6 +55,7 @@ class MainWindow(QMainWindow):
            self.ui.varianceAnalysisAction,
            self.ui.correlationAnalisisAction,
            self.ui.linearPolynomAction,
            self.ui.squaredPolynomAction,
        ]
        self.aboutWindow = None
@@ -58,7 +63,11 @@ class MainWindow(QMainWindow):
        self.isDataChanged = False
        self.model = InputValuesModel()
        self.fileModel = FileSLCModel()
        self.ui.tableView.setItemDelegate(FloatDelegate())
        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()
        #
@@ -109,6 +118,11 @@ class MainWindow(QMainWindow):
            reply = msgBox.exec_()
            if reply == QMessageBox.StandardButton.Yes:
                self.fileModel.saveFile(self.model.getData())
                data = self.fileModel.loadFile()
                if data is not None and data.shape[0] > 0:
                    self.model.updateAllData(data)
                    self.isDataChanged = False
            elif reply == QMessageBox.StandardButton.Cancel:
                return
            else:
@@ -138,7 +152,7 @@ class MainWindow(QMainWindow):
        if gw.exec():
            y = generateYValues(gw.mat, gw.deviation, gw.count)
-            self.model.updateAllData(y.round(2))
+            self.model.updateAllData(y.round(NUMBERS_PRECISION))
            self.isDataChanged = True
    @Slot()
@@ -149,7 +163,7 @@ class MainWindow(QMainWindow):
            data = self.model.getData()
            y = self.model.getY()
            xValues = generateXValues(gfw.mat, gfw.deviation, gfw.typeConnection, y)
-            data = np.concatenate((data, xValues.round(2)), axis=1)
+            data = np.concatenate((data, xValues.round(NUMBERS_PRECISION)), axis=1)
            self.model.updateAllData(data)
            self.isDataChanged = True
@@ -173,6 +187,11 @@ 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 = ''
--- a/statapp/mathtex_header_view.py
+++ 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 <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)
--- a/statapp/models/fileslc_model.py
+++ b/statapp/models/fileslc_model.py
@@ -20,6 +20,9 @@
 import numpy as np
 from PySide2.QtWidgets import QFileDialog, QMessageBox
 from statapp.constants import NUMBERS_PRECISION
 from statapp.utils import buildMessageBox
 class FileSLCModel:
    def __init__(self):
@@ -27,19 +30,43 @@ class FileSLCModel:
        self.fileName = None
    def saveFile(self, data):
-        if not self.fileName:
+        # pylint: disable=duplicate-code
        if self.fileName:
            file = '\nФайл сохранения: ' + self.fileName
            msgBox = buildMessageBox \
                ('Сохранение данных',
                 "Сохранить данные в текущий файл?" + file,
                 QMessageBox.Question,
                 QMessageBox.Yes | QMessageBox.No | QMessageBox.Cancel,
                 QMessageBox.Cancel)
            reply = msgBox.exec_()
            if reply == QMessageBox.StandardButton.Yes:
                np.savetxt(self.fileName, data, delimiter=",", fmt='%10.5f')
                return True
            if reply == QMessageBox.StandardButton.No:
                self.fileName, _ = QFileDialog.getSaveFileName(
                    None, "Сохранить файл", "", "Text Files (*.txt);;CSV Files (*.csv)"
                )
                if self.fileName:
                    np.savetxt(self.fileName, data, delimiter=",", fmt='%10.5f')
                    return True
        else:
            self.fileName, _ = QFileDialog.getSaveFileName(
                None, "Сохранить файл", "", "Text Files (*.txt);;CSV Files (*.csv)"
            )
-        if self.fileName:
+            if self.fileName:
-            np.savetxt(self.fileName, data, delimiter=",")
+                np.savetxt(self.fileName, data, delimiter=",", fmt=f"%.{NUMBERS_PRECISION}f")
-            return True
+                return True
        return False
    def loadFile(self):
        self.fileName, _ = QFileDialog.getOpenFileName(
            None, "Загрузить файл", "", "Files (*.txt *.csv)"
        )
        if self.fileName:
            try:
                content = np.genfromtxt(self.fileName, delimiter=',', invalid_raise=True, ndmin=2)
--- a/statapp/models/regression_result_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 <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 self._monomials
        return ['Свободный член'] + [f'X{i}' for i in range(1, count)]
--- a/statapp/models/utils.py
+++ b/statapp/models/utils.py
@@ -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)]
--- a/statapp/polynoms/linear_polynom_window.py
+++ b/statapp/polynoms/linear_polynom_window.py
@@ -0,0 +1,27 @@
 #
 # Copyright (c) 2023 Maxim Slipenko, Eugene Lazurenko.
 #
 # This file is part of Statapp
 # (see https://github.com/shizand/statapp).
 #
 # This program is free software: you can redistribute it and/or modify
 # it under the terms of the GNU General Public License as published by
 # the Free Software Foundation, either version 3 of the License, or
 # (at your option) any later version.
 #
 # This program is distributed in the hope that it will be useful,
 # but WITHOUT ANY WARRANTY; without even the implied warranty of
 # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
 # GNU General Public License for more details.
 #
 # You should have received a copy of the GNU General Public License
 # along with this program. If not, see <http://www.gnu.org/licenses/>.
 #
 from statapp.calculations import linearPolynom
 from statapp.polynoms.polynom_window import PolynomWindow
 class LinearPolynomWindow(PolynomWindow):
    def __init__(self, data):
        result = linearPolynom(data)
        super().__init__(result, "Линейный полином")
--- a/statapp/polynoms/polynom_window.py
+++ b/statapp/polynoms/polynom_window.py
@@ -18,25 +18,28 @@
 # along with this program. If not, see <http://www.gnu.org/licenses/>.
 #
 from PySide2.QtWidgets import QDialog, QHeaderView
-
+from statapp.mathtex_header_view import MathTexHeaderView
-from statapp.calculations import linearPolynom
+from statapp.models.regression_result_model import RegressionResultModel
-from statapp.models.linear_polynom_model import LinearPolynomModel
+from statapp.ui.ui_polynom_window import Ui_PolynomWindow
-from statapp.ui.ui_linear_polynom_window import Ui_LinearPolynomWindow
+from statapp.utils import addIcon, FloatDelegate
 from statapp.utils import addIcon
-class LinearPolynomWindow(QDialog):
+class PolynomWindow(QDialog):
-    def __init__(self, data):
+    def __init__(self, result, windowTitle):
        super().__init__()
-        self.ui = Ui_LinearPolynomWindow()
+        self.ui = Ui_PolynomWindow()
        self.ui.setupUi(self)
        addIcon(self)
        self.setWindowTitle(windowTitle)
-        result = linearPolynom(data)
+        self.model = RegressionResultModel(result)
-
+        self.ui.tableView.setItemDelegate(FloatDelegate())
        self.model = LinearPolynomModel(result.paramsAndImportance.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)
        self.ui.residualVarianceValueLabel.setText(str(result.residualVariance))
        self.ui.scaledResidualVarianceValueLabel.setText(str(result.scaledResidualVariance))
        self.ui.fStatisticValueLabel.setText(str(result.fStatistic))
        self.ui.rSquaredValueLabel.setText(str(result.scaledResidualVariance))
--- a/statapp/polynoms/squared_polynom_window.py
+++ b/statapp/polynoms/squared_polynom_window.py
@@ -0,0 +1,27 @@
 #
 # Copyright (c) 2023 Maxim Slipenko, Eugene Lazurenko.
 #
 # This file is part of Statapp
 # (see https://github.com/shizand/statapp).
 #
 # This program is free software: you can redistribute it and/or modify
 # it under the terms of the GNU General Public License as published by
 # the Free Software Foundation, either version 3 of the License, or
 # (at your option) any later version.
 #
 # This program is distributed in the hope that it will be useful,
 # but WITHOUT ANY WARRANTY; without even the implied warranty of
 # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
 # GNU General Public License for more details.
 #
 # You should have received a copy of the GNU General Public License
 # along with this program. If not, see <http://www.gnu.org/licenses/>.
 #
 from statapp.calculations import squaredPolynom
 from statapp.polynoms.polynom_window import PolynomWindow
 class SquaredPolynomWindow(PolynomWindow):
    def __init__(self, data):
        result = squaredPolynom(data)
        super().__init__(result, "Квадратичный полином")
--- a/statapp/ui/generate_factor_window.ui
+++ b/statapp/ui/generate_factor_window.ui
@@ -71,6 +71,9 @@
         <pointsize>12</pointsize>
        </font>
       </property>
       <property name="decimals">
        <number>5</number>
       </property>
       <property name="maximum">
        <double>1000000.000000000000000</double>
       </property>
@@ -83,6 +86,9 @@
         <pointsize>12</pointsize>
        </font>
       </property>
       <property name="decimals">
        <number>5</number>
       </property>
       <property name="maximum">
        <double>1000000.000000000000000</double>
       </property>
--- a/statapp/ui/generate_window.ui
+++ b/statapp/ui/generate_window.ui
@@ -44,6 +44,9 @@
     </item>
     <item row="1" column="1">
      <widget class="QDoubleSpinBox" name="matSpinBox">
       <property name="decimals">
        <number>5</number>
       </property>
       <property name="maximum">
        <double>1000000.000000000000000</double>
       </property>
@@ -68,6 +71,9 @@
     </item>
     <item row="2" column="1">
      <widget class="QDoubleSpinBox" name="deviationSpinBox">
       <property name="decimals">
        <number>5</number>
       </property>
       <property name="maximum">
        <double>1000000.000000000000000</double>
       </property>
--- a/statapp/ui/linear_polynom_window.ui
+++ b/statapp/ui/linear_polynom_window.ui
@@ -1,49 +0,0 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <ui version="4.0">
 <class>LinearPolynomWindow</class>
 <widget class="QDialog" name="LinearPolynomWindow">
  <property name="geometry">
   <rect>
    <x>0</x>
    <y>0</y>
    <width>630</width>
    <height>400</height>
   </rect>
  </property>
  <property name="windowTitle">
   <string>Линейный полином</string>
  </property>
  <layout class="QGridLayout" name="gridLayout_2">
   <item row="0" column="0">
    <layout class="QGridLayout" name="gridLayout">
     <item row="0" column="0">
      <widget class="QTableView" name="tableView"/>
     </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>
--- a/statapp/ui/main_window.ui
+++ b/statapp/ui/main_window.ui
@@ -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/>
--- a/statapp/ui/polynom_window.ui
+++ b/statapp/ui/polynom_window.ui
@@ -0,0 +1,101 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <ui version="4.0">
 <class>PolynomWindow</class>
 <widget class="QDialog" name="PolynomWindow">
  <property name="geometry">
   <rect>
    <x>0</x>
    <y>0</y>
    <width>630</width>
    <height>400</height>
   </rect>
  </property>
  <property name="windowTitle">
   <string>Полином</string>
  </property>
  <layout class="QGridLayout" name="gridLayout_2">
   <item row="0" column="0">
    <layout class="QGridLayout" name="gridLayout">
     <item row="0" column="0">
      <widget class="QTableView" name="tableView">
       <attribute name="horizontalHeaderMinimumSectionSize">
        <number>40</number>
       </attribute>
       <attribute name="verticalHeaderMinimumSectionSize">
        <number>40</number>
       </attribute>
       <attribute name="verticalHeaderDefaultSectionSize">
        <number>40</number>
       </attribute>
      </widget>
     </item>
     <item row="1" column="0">
      <layout class="QGridLayout" name="polynomResult">
       <property name="topMargin">
        <number>10</number>
       </property>
       <item row="0" column="1">
        <widget class="QLabel" name="residualVarianceValueLabel">
         <property name="text">
          <string>undefined</string>
         </property>
        </widget>
       </item>
       <item row="1" column="1">
        <widget class="QLabel" name="scaledResidualVarianceValueLabel">
         <property name="text">
          <string>undefined</string>
         </property>
        </widget>
       </item>
       <item row="2" column="0">
        <widget class="QLabel" name="fStatisticLabel">
         <property name="text">
          <string>F1 - отношение Фишера</string>
         </property>
        </widget>
       </item>
       <item row="0" column="0">
        <widget class="QLabel" name="residualVarianceLabel">
         <property name="text">
          <string>Остаточная дисперсия:</string>
         </property>
        </widget>
       </item>
       <item row="1" column="0">
        <widget class="QLabel" name="scaledResidualVarianceLabel">
         <property name="text">
          <string>Остаточная дисперсия (масштабированная):</string>
         </property>
        </widget>
       </item>
       <item row="3" column="0">
        <widget class="QLabel" name="rSquaredLabel">
         <property name="text">
          <string>Коэффициент множественной дереминизации</string>
         </property>
        </widget>
       </item>
       <item row="2" column="1">
        <widget class="QLabel" name="fStatisticValueLabel">
         <property name="text">
          <string>undefined</string>
         </property>
        </widget>
       </item>
       <item row="3" column="1">
        <widget class="QLabel" name="rSquaredValueLabel">
         <property name="text">
          <string>undefined</string>
         </property>
        </widget>
       </item>
      </layout>
     </item>
    </layout>
   </item>
  </layout>
 </widget>
 <resources/>
 <connections/>
 </ui>
--- a/statapp/ui/ui_generate_factor_window.py
+++ b/statapp/ui/ui_generate_factor_window.py
@@ -71,6 +71,7 @@ class Ui_GenerateFactorWindow(object):
        self.matSpinBox = QDoubleSpinBox(GenerateFactorWindow)
        self.matSpinBox.setObjectName(u"matSpinBox")
        self.matSpinBox.setFont(font)
        self.matSpinBox.setDecimals(5)
        self.matSpinBox.setMaximum(1000000.000000000000000)
        self.gridLayout.addWidget(self.matSpinBox, 1, 1, 1, 1)
@@ -78,6 +79,7 @@ class Ui_GenerateFactorWindow(object):
        self.deviationSpinBox = QDoubleSpinBox(GenerateFactorWindow)
        self.deviationSpinBox.setObjectName(u"deviationSpinBox")
        self.deviationSpinBox.setFont(font)
        self.deviationSpinBox.setDecimals(5)
        self.deviationSpinBox.setMaximum(1000000.000000000000000)
        self.gridLayout.addWidget(self.deviationSpinBox, 2, 1, 1, 1)
--- a/statapp/ui/ui_generate_window.py
+++ b/statapp/ui/ui_generate_window.py
@@ -62,6 +62,7 @@ class Ui_GenerateWindow(object):
        self.matSpinBox = QDoubleSpinBox(GenerateWindow)
        self.matSpinBox.setObjectName(u"matSpinBox")
        self.matSpinBox.setDecimals(5)
        self.matSpinBox.setMaximum(1000000.000000000000000)
        self.gridLayout.addWidget(self.matSpinBox, 1, 1, 1, 1)
@@ -80,6 +81,7 @@ class Ui_GenerateWindow(object):
        self.deviationSpinBox = QDoubleSpinBox(GenerateWindow)
        self.deviationSpinBox.setObjectName(u"deviationSpinBox")
        self.deviationSpinBox.setDecimals(5)
        self.deviationSpinBox.setMaximum(1000000.000000000000000)
        self.gridLayout.addWidget(self.deviationSpinBox, 2, 1, 1, 1)
--- a/statapp/ui/ui_linear_polynom_window.py
+++ b/statapp/ui/ui_linear_polynom_window.py
@@ -1,79 +0,0 @@
 # -*- coding: utf-8 -*-
 #
 # Copyright (c) 2023 Maxim Slipenko, Eugene Lazurenko.
 #
 # This file is part of Statapp
 # (see https://github.com/shizand/statapp).
 #
 # This program is free software: you can redistribute it and/or modify
 # it under the terms of the GNU General Public License as published by
 # the Free Software Foundation, either version 3 of the License, or
 # (at your option) any later version.
 #
 # This program is distributed in the hope that it will be useful,
 # but WITHOUT ANY WARRANTY; without even the implied warranty of
 # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
 # GNU General Public License for more details.
 #
 # You should have received a copy of the GNU General Public License
 # along with this program. If not, see <http://www.gnu.org/licenses/>.
 #
 ################################################################################
 ## Form generated from reading UI file 'linear_polynom_window.ui'
 ##
 ## Created by: Qt User Interface Compiler version 5.15.2
 ##
 ## WARNING! All changes made in this file will be lost when recompiling UI file!
 ################################################################################
 from PySide2.QtCore import *
 from PySide2.QtGui import *
 from PySide2.QtWidgets import *
 class Ui_LinearPolynomWindow(object):
    def setupUi(self, LinearPolynomWindow):
        if not LinearPolynomWindow.objectName():
            LinearPolynomWindow.setObjectName(u"LinearPolynomWindow")
        LinearPolynomWindow.resize(630, 400)
        self.gridLayout_2 = QGridLayout(LinearPolynomWindow)
        self.gridLayout_2.setObjectName(u"gridLayout_2")
        self.gridLayout = QGridLayout()
        self.gridLayout.setObjectName(u"gridLayout")
        self.tableView = QTableView(LinearPolynomWindow)
        self.tableView.setObjectName(u"tableView")
        self.gridLayout.addWidget(self.tableView, 0, 0, 1, 1)
        self.gridLayout_3 = QGridLayout()
        self.gridLayout_3.setObjectName(u"gridLayout_3")
        self.gridLayout_3.setContentsMargins(-1, 10, -1, -1)
        self.residualVarianceLabel = QLabel(LinearPolynomWindow)
        self.residualVarianceLabel.setObjectName(u"residualVarianceLabel")
        self.gridLayout_3.addWidget(self.residualVarianceLabel, 0, 0, 1, 1)
        self.residualVarianceValueLabel = QLabel(LinearPolynomWindow)
        self.residualVarianceValueLabel.setObjectName(u"residualVarianceValueLabel")
        self.gridLayout_3.addWidget(self.residualVarianceValueLabel, 0, 1, 1, 1)
        self.gridLayout.addLayout(self.gridLayout_3, 1, 0, 1, 1)
        self.gridLayout_2.addLayout(self.gridLayout, 0, 0, 1, 1)
        self.retranslateUi(LinearPolynomWindow)
        QMetaObject.connectSlotsByName(LinearPolynomWindow)
    # setupUi
    def retranslateUi(self, LinearPolynomWindow):
        LinearPolynomWindow.setWindowTitle(QCoreApplication.translate("LinearPolynomWindow", u"\u041b\u0438\u043d\u0435\u0439\u043d\u044b\u0439 \u043f\u043e\u043b\u0438\u043d\u043e\u043c", None))
        self.residualVarianceLabel.setText(QCoreApplication.translate("LinearPolynomWindow", u"\u041e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u0430\u044f \u0434\u0438\u0441\u043f\u0435\u0440\u0441\u0438\u044f:", None))
        self.residualVarianceValueLabel.setText(QCoreApplication.translate("LinearPolynomWindow", u"undefined", None))
    # retranslateUi
--- 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))
--- a/statapp/ui/ui_polynom_window.py
+++ b/statapp/ui/ui_polynom_window.py
@@ -0,0 +1,118 @@
 # -*- coding: utf-8 -*-
 #
 # Copyright (c) 2023 Maxim Slipenko, Eugene Lazurenko.
 #
 # This file is part of Statapp
 # (see https://github.com/shizand/statapp).
 #
 # This program is free software: you can redistribute it and/or modify
 # it under the terms of the GNU General Public License as published by
 # the Free Software Foundation, either version 3 of the License, or
 # (at your option) any later version.
 #
 # This program is distributed in the hope that it will be useful,
 # but WITHOUT ANY WARRANTY; without even the implied warranty of
 # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
 # GNU General Public License for more details.
 #
 # You should have received a copy of the GNU General Public License
 # along with this program. If not, see <http://www.gnu.org/licenses/>.
 #
 ################################################################################
 ## Form generated from reading UI file 'polynom_window.ui'
 ##
 ## Created by: Qt User Interface Compiler version 5.15.2
 ##
 ## WARNING! All changes made in this file will be lost when recompiling UI file!
 ################################################################################
 from PySide2.QtCore import *
 from PySide2.QtGui import *
 from PySide2.QtWidgets import *
 class Ui_PolynomWindow(object):
    def setupUi(self, PolynomWindow):
        if not PolynomWindow.objectName():
            PolynomWindow.setObjectName(u"PolynomWindow")
        PolynomWindow.resize(630, 400)
        self.gridLayout_2 = QGridLayout(PolynomWindow)
        self.gridLayout_2.setObjectName(u"gridLayout_2")
        self.gridLayout = QGridLayout()
        self.gridLayout.setObjectName(u"gridLayout")
        self.tableView = QTableView(PolynomWindow)
        self.tableView.setObjectName(u"tableView")
        self.tableView.horizontalHeader().setMinimumSectionSize(40)
        self.tableView.verticalHeader().setMinimumSectionSize(40)
        self.tableView.verticalHeader().setDefaultSectionSize(40)
        self.gridLayout.addWidget(self.tableView, 0, 0, 1, 1)
        self.polynomResult = QGridLayout()
        self.polynomResult.setObjectName(u"polynomResult")
        self.polynomResult.setContentsMargins(-1, 10, -1, -1)
        self.residualVarianceValueLabel = QLabel(PolynomWindow)
        self.residualVarianceValueLabel.setObjectName(u"residualVarianceValueLabel")
        self.polynomResult.addWidget(self.residualVarianceValueLabel, 0, 1, 1, 1)
        self.scaledResidualVarianceValueLabel = QLabel(PolynomWindow)
        self.scaledResidualVarianceValueLabel.setObjectName(u"scaledResidualVarianceValueLabel")
        self.polynomResult.addWidget(self.scaledResidualVarianceValueLabel, 1, 1, 1, 1)
        self.fStatisticLabel = QLabel(PolynomWindow)
        self.fStatisticLabel.setObjectName(u"fStatisticLabel")
        self.polynomResult.addWidget(self.fStatisticLabel, 2, 0, 1, 1)
        self.residualVarianceLabel = QLabel(PolynomWindow)
        self.residualVarianceLabel.setObjectName(u"residualVarianceLabel")
        self.polynomResult.addWidget(self.residualVarianceLabel, 0, 0, 1, 1)
        self.scaledResidualVarianceLabel = QLabel(PolynomWindow)
        self.scaledResidualVarianceLabel.setObjectName(u"scaledResidualVarianceLabel")
        self.polynomResult.addWidget(self.scaledResidualVarianceLabel, 1, 0, 1, 1)
        self.rSquaredLabel = QLabel(PolynomWindow)
        self.rSquaredLabel.setObjectName(u"rSquaredLabel")
        self.polynomResult.addWidget(self.rSquaredLabel, 3, 0, 1, 1)
        self.fStatisticValueLabel = QLabel(PolynomWindow)
        self.fStatisticValueLabel.setObjectName(u"fStatisticValueLabel")
        self.polynomResult.addWidget(self.fStatisticValueLabel, 2, 1, 1, 1)
        self.rSquaredValueLabel = QLabel(PolynomWindow)
        self.rSquaredValueLabel.setObjectName(u"rSquaredValueLabel")
        self.polynomResult.addWidget(self.rSquaredValueLabel, 3, 1, 1, 1)
        self.gridLayout.addLayout(self.polynomResult, 1, 0, 1, 1)
        self.gridLayout_2.addLayout(self.gridLayout, 0, 0, 1, 1)
        self.retranslateUi(PolynomWindow)
        QMetaObject.connectSlotsByName(PolynomWindow)
    # setupUi
    def retranslateUi(self, PolynomWindow):
        PolynomWindow.setWindowTitle(QCoreApplication.translate("PolynomWindow", u"\u041f\u043e\u043b\u0438\u043d\u043e\u043c", None))
        self.residualVarianceValueLabel.setText(QCoreApplication.translate("PolynomWindow", u"undefined", None))
        self.scaledResidualVarianceValueLabel.setText(QCoreApplication.translate("PolynomWindow", u"undefined", None))
        self.fStatisticLabel.setText(QCoreApplication.translate("PolynomWindow", u"F1 - \u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435 \u0424\u0438\u0448\u0435\u0440\u0430", None))
        self.residualVarianceLabel.setText(QCoreApplication.translate("PolynomWindow", u"\u041e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u0430\u044f \u0434\u0438\u0441\u043f\u0435\u0440\u0441\u0438\u044f:", None))
        self.scaledResidualVarianceLabel.setText(QCoreApplication.translate("PolynomWindow", u"\u041e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u0430\u044f \u0434\u0438\u0441\u043f\u0435\u0440\u0441\u0438\u044f (\u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f):", None))
        self.rSquaredLabel.setText(QCoreApplication.translate("PolynomWindow", u"\u041a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u0434\u0435\u0440\u0435\u043c\u0438\u043d\u0438\u0437\u0430\u0446\u0438\u0438", None))
        self.fStatisticValueLabel.setText(QCoreApplication.translate("PolynomWindow", u"undefined", None))
        self.rSquaredValueLabel.setText(QCoreApplication.translate("PolynomWindow", u"undefined", None))
    # retranslateUi
--- a/statapp/utils.py
+++ b/statapp/utils.py
@@ -22,7 +22,9 @@ import sys
 from PySide2.QtCore import QSize
 from PySide2.QtGui import QIcon
-from PySide2.QtWidgets import QMessageBox
+from PySide2.QtWidgets import QMessageBox, QDoubleSpinBox, QStyledItemDelegate
 from statapp.constants import NUMBERS_PRECISION
 def resourcePath(relative):
@@ -58,3 +60,19 @@ def buildMessageBox(title, text, icon, buttons, defaultButton):
    msgBox.setDefaultButton(defaultButton)
    return msgBox
 class FloatDelegate(QStyledItemDelegate):
    def __init__(self, parent=None):
        QStyledItemDelegate.__init__(self, parent=parent)
    def createEditor(self, parent, option, index):
        editor = QDoubleSpinBox(parent)
        editor.setDecimals(NUMBERS_PRECISION)
        editor.setMaximum(10**8)
        editor.setMinimum(-10**8)
        return editor
    def displayText(self, value, locale):
        # Грязный хак, скорее всего нужно было использовать locale
        return f'{value:.{NUMBERS_PRECISION}f}'
--- a/statapp/variance_analysis.py
+++ b/statapp/variance_analysis.py
@@ -20,9 +20,11 @@
 from PySide2.QtWidgets import QDialog, QHeaderView
 from statapp.calculations import varianceAnalysis
 from statapp.constants import NUMBERS_PRECISION
 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
+from statapp.utils import addIcon, FloatDelegate
 class VarianceAnalysisWindow(QDialog):
@@ -32,8 +34,12 @@ class VarianceAnalysisWindow(QDialog):
        self.ui.setupUi(self)
        res = varianceAnalysis(data)
-        self.model = VarianceAnalysisModel(res.round(2))
+        self.model = VarianceAnalysisModel(res.round(NUMBERS_PRECISION))
        self.ui.tableView.setItemDelegate(FloatDelegate())
        self.ui.tableView.setModel(self.model)
        self.ui.tableView.setVerticalHeader(
            MathTexHeaderView(self.ui.tableView)
        )
        header = self.ui.tableView.horizontalHeader()
        header.setSectionResizeMode(QHeaderView.ResizeMode.Stretch)
Author	SHA1	Message	Date
github-actions[bot]	4f1f610822	chore(main): release 0.7.0 (#88 ) 🤖 I have created a release beep boop --- ## [0.7.0](https://github.com/shizand/statapp/compare/v0.6.0...v0.7.0) (2023-12-01) ### Новые функции * добавлена возможность ввода чисел до 5 знаков ([#87](https://github.com/shizand/statapp/issues/87)) ([`dc7c487`](`dc7c4875d7`)), closes [#82](https://github.com/shizand/statapp/issues/82) * Добавлены новые характеристики ([#89](https://github.com/shizand/statapp/issues/89)) ([`b12db5a`](`b12db5a300`)), closes [#84](https://github.com/shizand/statapp/issues/84) --- This PR was generated with [Release Please](https://github.com/googleapis/release-please). See [documentation](https://github.com/googleapis/release-please#release-please). Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>	2023-12-01 14:11:49 +03:00
Maxim Slipenko	b12db5a300	feat: Добавлены новые характеристики (#89 ) Closes #84	2023-12-01 14:03:20 +03:00
Maxim Slipenko	dc7c4875d7	feat: добавлена возможность ввода чисел до 5 знаков (#87 ) Closes #82	2023-11-25 14:21:05 +03:00
Maxim Slipenko	2f5988a2eb	chore: исправляет форматирование	2023-10-25 17:11:09 +03:00
Maxim Slipenko	9348138094	chore: исправляет описание в "Установка"	2023-10-25 17:09:30 +03:00
Maxim Slipenko	c35b9ca308	chore: исправляет опечатки	2023-10-25 15:58:06 +03:00
Maxim Slipenko	e6ba0fc610	ci: Revert "добавил сборку linux x86" This reverts commit `4be89269b9`.	2023-10-20 14:46:57 +03:00
Maxim Slipenko	cddacb21b2	Merge remote-tracking branch 'origin/main'	2023-10-20 14:20:27 +03:00
Maxim Slipenko	4be89269b9	ci: добавил сборку linux x86	2023-10-20 14:20:12 +03:00
github-actions[bot]	9f7181513b	chore(main): release 0.6.0 (#80 ) 🤖 I have created a release beep boop --- ## [0.6.0](https://github.com/shizand/statapp/compare/v0.5.0...v0.6.0) (2023-10-20) ### Новые функции * добавлен "Квадратичный полином" ([#81](https://github.com/shizand/statapp/issues/81)) ([`9033770`](`9033770406`)) ### Исправления * исправлен формат сохранения файлов ([#79](https://github.com/shizand/statapp/issues/79)) ([`044d2b6`](`044d2b61cf`)) --- This PR was generated with [Release Please](https://github.com/googleapis/release-please). See [documentation](https://github.com/googleapis/release-please#release-please). Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>	2023-10-20 13:53:26 +03:00
Maxim Slipenko	725289ca06	chore: понизил версию Pillow	2023-10-20 13:47:45 +03:00
Maxim Slipenko	a6cda1ab3d	chore: удалена отладка	2023-10-20 13:47:15 +03:00
Maxim Slipenko	9033770406	feat: добавлен "Квадратичный полином" (#81 ) Closes #34.	2023-10-20 13:26:49 +03:00
MisterMLiL	044d2b61cf	fix: исправлен формат сохранения файлов (#79 )	2023-10-13 22:06:24 +03:00