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43 Commits

Author SHA1 Message Date
github-actions[bot]
08fd512a79
chore(main): release 0.13.0 (#125)
🤖 I have created a release *beep* *boop*
---


##
[0.13.0](https://github.com/shizand/statapp/compare/v0.12.5...v0.13.0)
(2024-02-29)


### Новые функции

* добавлены весовые коэффициенты
([#126](https://github.com/shizand/statapp/issues/126))
([1900785](1900785502))


### Исправления

* исправлена "Остаточная дисперсия (масштабированная)"
([#124](https://github.com/shizand/statapp/issues/124))
([babfd48](babfd48ee1))

---
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>
2024-02-29 21:39:28 +03:00
1900785502
feat: добавлены весовые коэффициенты (#126) 2024-02-29 21:16:55 +03:00
babfd48ee1
fix: исправлена "Остаточная дисперсия (масштабированная)" (#124) 2024-02-29 19:14:03 +03:00
github-actions[bot]
7ad23735ce
chore(main): release 0.12.5 (#123)
🤖 I have created a release *beep* *boop*
---


##
[0.12.5](https://github.com/shizand/statapp/compare/v0.12.4...v0.12.5)
(2024-02-22)


### Исправления

* заменён алгоритм моделирования полиномов и исправлен прогноз
([#122](https://github.com/shizand/statapp/issues/122))
([f17644d](f17644dd15))

---
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>
2024-02-22 20:37:37 +03:00
ba7449544d chore: попытка исправить сборку 2024-02-22 20:03:52 +03:00
771bf66d79 chore: попытка исправить сборку 2024-02-22 19:50:01 +03:00
3cf58f5af7 chore: попытка исправить сборку 2024-02-22 19:33:37 +03:00
5f2cc93353 chore: попытка исправить сборку 2024-02-22 19:12:00 +03:00
a3970b827c chore: попытка исправить сборку 2024-02-22 19:09:05 +03:00
aaeb86e780 chore: попытка исправить сборку 2024-02-22 18:33:49 +03:00
ce95ae94ae chore: попытка исправить сборку 2024-02-22 18:20:59 +03:00
cc7e24f5d8 chore: попытка исправить сборку 2024-02-22 16:22:21 +03:00
8e95b41c2b chore: попытка исправить сборку 2024-02-22 16:14:54 +03:00
9e5125c1db chore: попытка исправить сборку 2024-02-22 15:56:04 +03:00
04cafcf13c chore: попытка исправить сборку 2024-02-22 15:45:56 +03:00
f17644dd15
fix: заменён алгоритм моделирования полиномов и исправлен прогноз (#122) 2024-02-22 15:15:56 +03:00
github-actions[bot]
23edbdf371
chore(main): release 0.12.4 (#121)
🤖 I have created a release *beep* *boop*
---


##
[0.12.4](https://github.com/shizand/statapp/compare/v0.12.3...v0.12.4)
(2024-02-15)


### Исправления

* исправлен вывод коэффициента множественной детерминации в
"Преобразования"
([da68523](da68523913))

---
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>
2024-02-15 14:32:22 +03:00
da68523913 fix: исправлен вывод коэффициента множественной детерминации в "Преобразования" 2024-02-15 14:23:59 +03:00
bc4c46a050 Merge branch 'main' of https://github.com/shizand/statapp 2024-02-15 13:52:53 +03:00
d361c06985 удален .idea
Closes #115
2024-02-15 13:52:15 +03:00
github-actions[bot]
c69229ce28
chore(main): release 0.12.3 (#120)
🤖 I have created a release *beep* *boop*
---


##
[0.12.3](https://github.com/shizand/statapp/compare/v0.12.2...v0.12.3)
(2024-02-14)


### Исправления

* добавлен более подробный вывод ошибок в консоль
([780d5b3](780d5b30fd))
* исправлен вывод коэффициента множественной детерминации
([260cc99](260cc99afa))

---
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>
2024-02-14 15:47:17 +03:00
780d5b30fd fix: добавлен более подробный вывод ошибок в консоль 2024-02-14 15:40:41 +03:00
d6c03ca3c8 Merge remote-tracking branch 'origin/main' 2024-02-14 15:33:45 +03:00
260cc99afa fix: исправлен вывод коэффициента множественной детерминации 2024-02-14 15:33:24 +03:00
github-actions[bot]
3f1bd27535
chore(main): release 0.12.2 (#119)
🤖 I have created a release *beep* *boop*
---


##
[0.12.2](https://github.com/shizand/statapp/compare/v0.12.1...v0.12.2)
(2024-02-12)


### Исправления

* Добавлены краткие теоретические сведения README
([34bcee2](34bcee2acf))

---
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>
2024-02-12 16:46:13 +03:00
34bcee2acf fix: Добавлены краткие теоретические сведения README 2024-02-12 16:25:26 +03:00
github-actions[bot]
78f59a4574
chore(main): release 0.12.1 (#118)
🤖 I have created a release *beep* *boop*
---


##
[0.12.1](https://github.com/shizand/statapp/compare/v0.12.0...v0.12.1)
(2024-02-11)


### Исправления

* добавлено отключение "Распределения" при отсутствии отклика
([8ca535c](8ca535cc8f))
* исправлены ссылки на некоторую дополнительную литературу
([c23e1f8](c23e1f81a9))

---
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>
2024-02-11 22:03:35 +03:00
8ca535cc8f fix: добавлено отключение "Распределения" при отсутствии отклика 2024-02-11 21:54:46 +03:00
918cd6fb9b Merge remote-tracking branch 'origin/main' 2024-02-11 21:46:00 +03:00
c23e1f81a9 fix: исправлены ссылки на некоторую дополнительную литературу 2024-02-11 21:45:50 +03:00
github-actions[bot]
8ba4c15f08
chore(main): release 0.12.0 (#109)
🤖 I have created a release *beep* *boop*
---


##
[0.12.0](https://github.com/shizand/statapp/compare/v0.11.0...v0.12.0)
(2024-02-11)


### Новые функции

* Добавлена дополнительная литература
([#117](https://github.com/shizand/statapp/issues/117))
([ded55cb](ded55cb5d7)),
closes [#114](https://github.com/shizand/statapp/issues/114)
* добавлены "Распределения"
([#116](https://github.com/shizand/statapp/issues/116))
([981580f](981580f46d)),
closes [#111](https://github.com/shizand/statapp/issues/111)
[#112](https://github.com/shizand/statapp/issues/112)


### Исправления

* Дополнил README
([9766ecb](9766ecb7f5))

---
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>
2024-02-11 21:30:32 +03:00
db4e791823 chore: try fix 2024-02-11 21:22:08 +03:00
981580f46d
feat: добавлены "Распределения" (#116)
Closes #110 
Closes #111
Closes #112
2024-02-11 21:09:52 +03:00
ded55cb5d7
feat: Добавлена дополнительная литература (#117)
Closes #114
2024-02-11 21:08:52 +03:00
9766ecb7f5 fix: Дополнил README 2024-02-05 11:38:09 +03:00
github-actions[bot]
8b09a76b32
chore(main): release 0.11.0 (#107)
🤖 I have created a release *beep* *boop*
---


##
[0.11.0](https://github.com/shizand/statapp/compare/v0.10.2...v0.11.0)
(2024-02-03)


### Новые функции

* добавлен пункт "Использование"
([#108](https://github.com/shizand/statapp/issues/108))
([aafa5a0](aafa5a0ebb)),
closes [#70](https://github.com/shizand/statapp/issues/70)
* добавлена возможность удалить факторы
([#103](https://github.com/shizand/statapp/issues/103))
([30447a8](30447a801a)),
closes [#102](https://github.com/shizand/statapp/issues/102)


### Исправления

* добавлена легенда графика
([#104](https://github.com/shizand/statapp/issues/104))
([240a517](240a517dd6)),
closes [#101](https://github.com/shizand/statapp/issues/101)

---
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>
2024-02-03 18:05:02 +03:00
aafa5a0ebb
feat: добавлен пункт "Использование" (#108)
Closes #70
2024-02-03 17:57:49 +03:00
30447a801a
feat: добавлена возможность удалить факторы (#103)
Closes #102
2024-02-03 16:20:33 +03:00
240a517dd6
fix: добавлена легенда графика (#104)
Closes #101
2024-02-03 16:20:23 +03:00
27c1455120 docs: Добавлен README.html 2024-02-03 15:33:01 +03:00
63f80819d2 docs: Обновлён README.md 2024-02-03 15:06:35 +03:00
d0053df261
docs: обновлён README.md (#106)
Co-authored-by: MisterMLiL <eugenelazurenko@gmail.com>
2024-02-03 14:49:25 +03:00
fcddf84839
docs: добавлена документация (#105)
Co-authored-by: MisterMLiL <eugenelazurenko@gmail.com>
2024-02-03 14:39:34 +03:00
73 changed files with 182579 additions and 758 deletions

View File

@ -15,7 +15,7 @@ jobs:
matrix:
os: [ubuntu-20.04, windows-latest]
spec: [statapp-onefile, statapp]
arch: [x86, x64]
arch: [x64] # [x86, x64]
include:
- os: ubuntu-20.04
target: linux

2
.gitignore vendored
View File

@ -161,7 +161,7 @@ cython_debug/
# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
# and can be added to the global gitignore or merged into this file. For a more nuclear
# option (not recommended) you can uncomment the following to ignore the entire idea folder.
#.idea/
.idea/
### Python Patch ###
# Poetry local configuration file - https://python-poetry.org/docs/configuration/#local-configuration

3
.idea/.gitignore vendored
View File

@ -1,3 +0,0 @@
# Default ignored files
/shelf/
/workspace.xml

View File

@ -1,14 +0,0 @@
<component name="InspectionProjectProfileManager">
<profile version="1.0">
<option name="myName" value="Project Default" />
<inspection_tool class="PyPep8NamingInspection" enabled="true" level="WEAK WARNING" enabled_by_default="true">
<option name="ignoredErrors">
<list>
<option value="N802" />
<option value="N803" />
<option value="N806" />
</list>
</option>
</inspection_tool>
</profile>
</component>

View File

@ -1,6 +0,0 @@
<component name="InspectionProjectProfileManager">
<settings>
<option name="USE_PROJECT_PROFILE" value="false" />
<version value="1.0" />
</settings>
</component>

View File

@ -1,7 +0,0 @@
<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="Black">
<option name="sdkName" value="Poetry (statapp)" />
</component>
<component name="ProjectRootManager" version="2" project-jdk-name="Poetry (statapp) (2)" project-jdk-type="Python SDK" />
</project>

View File

@ -1,8 +0,0 @@
<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="ProjectModuleManager">
<modules>
<module fileurl="file://$PROJECT_DIR$/.idea/stat.iml" filepath="$PROJECT_DIR$/.idea/stat.iml" />
</modules>
</component>
</project>

View File

@ -1,24 +0,0 @@
<component name="ProjectRunConfigurationManager">
<configuration default="false" name="statapp" type="PythonConfigurationType" factoryName="Python" nameIsGenerated="true">
<module name="stat" />
<option name="ENV_FILES" value="" />
<option name="INTERPRETER_OPTIONS" value="" />
<option name="PARENT_ENVS" value="true" />
<envs>
<env name="PYTHONUNBUFFERED" value="1" />
</envs>
<option name="SDK_HOME" value="" />
<option name="WORKING_DIRECTORY" value="" />
<option name="IS_MODULE_SDK" value="true" />
<option name="ADD_CONTENT_ROOTS" value="true" />
<option name="ADD_SOURCE_ROOTS" value="true" />
<option name="SCRIPT_NAME" value="statapp" />
<option name="PARAMETERS" value="" />
<option name="SHOW_COMMAND_LINE" value="false" />
<option name="EMULATE_TERMINAL" value="false" />
<option name="MODULE_MODE" value="true" />
<option name="REDIRECT_INPUT" value="false" />
<option name="INPUT_FILE" value="" />
<method v="2" />
</configuration>
</component>

View File

@ -1,8 +0,0 @@
<?xml version="1.0" encoding="UTF-8"?>
<module type="PYTHON_MODULE" version="4">
<component name="NewModuleRootManager">
<content url="file://$MODULE_DIR$" />
<orderEntry type="inheritedJdk" />
<orderEntry type="sourceFolder" forTests="false" />
</component>
</module>

View File

@ -1,6 +0,0 @@
<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="VcsDirectoryMappings">
<mapping directory="" vcs="Git" />
</component>
</project>

View File

@ -11,7 +11,7 @@ repos:
- id: trailing-whitespace
- id: end-of-file-fixer
- id: check-yaml
- id: check-added-large-files
#- id: check-added-large-files
- repo: https://github.com/johann-petrak/licenseheaders.git
rev: v0.8.8
hooks:

View File

@ -3,7 +3,7 @@ ignored-modules=PySide2
extension-pkg-whitelist=PySide2
[MASTER]
init-hook="import sys; sys.path.append('./statapp')"
init-hook="import sys; sys.path.append('.')"
ignore-patterns=ui_.+\.py
[BASIC]
@ -23,6 +23,7 @@ disable=
fixme,
missing-docstring,
too-many-public-methods,
too-many-locals,
too-few-public-methods,
too-many-arguments,
broad-except

View File

@ -1,5 +1,80 @@
# Changelog
## [0.13.0](https://github.com/shizand/statapp/compare/v0.12.5...v0.13.0) (2024-02-29)
### Новые функции
* добавлены весовые коэффициенты ([#126](https://github.com/shizand/statapp/issues/126)) ([1900785](https://github.com/shizand/statapp/commit/1900785502d9066b31ed5311fab334f21eb9454e))
### Исправления
* исправлена "Остаточная дисперсия (масштабированная)" ([#124](https://github.com/shizand/statapp/issues/124)) ([babfd48](https://github.com/shizand/statapp/commit/babfd48ee15504342b01d9a1a98fcc1aafc890dc))
## [0.12.5](https://github.com/shizand/statapp/compare/v0.12.4...v0.12.5) (2024-02-22)
### Исправления
* заменён алгоритм моделирования полиномов и исправлен прогноз ([#122](https://github.com/shizand/statapp/issues/122)) ([f17644d](https://github.com/shizand/statapp/commit/f17644dd15bd8999196c994c1634fe27d621fabc))
## [0.12.4](https://github.com/shizand/statapp/compare/v0.12.3...v0.12.4) (2024-02-15)
### Исправления
* исправлен вывод коэффициента множественной детерминации в "Преобразования" ([da68523](https://github.com/shizand/statapp/commit/da685239136c7047ecaa5f63b7d52d25930ce895))
## [0.12.3](https://github.com/shizand/statapp/compare/v0.12.2...v0.12.3) (2024-02-14)
### Исправления
* добавлен более подробный вывод ошибок в консоль ([780d5b3](https://github.com/shizand/statapp/commit/780d5b30fdc271f670c09369c1a0a692f89e7fc2))
* исправлен вывод коэффициента множественной детерминации ([260cc99](https://github.com/shizand/statapp/commit/260cc99afa3e5bc0aaf0fbad8870eebd909e558c))
## [0.12.2](https://github.com/shizand/statapp/compare/v0.12.1...v0.12.2) (2024-02-12)
### Исправления
* Добавлены краткие теоретические сведения README ([34bcee2](https://github.com/shizand/statapp/commit/34bcee2acf3a7cee806d2da49ca0e546df8d1e3f))
## [0.12.1](https://github.com/shizand/statapp/compare/v0.12.0...v0.12.1) (2024-02-11)
### Исправления
* добавлено отключение "Распределения" при отсутствии отклика ([8ca535c](https://github.com/shizand/statapp/commit/8ca535cc8fb3c97d049afaef30ade033781a6e8e))
* исправлены ссылки на некоторую дополнительную литературу ([c23e1f8](https://github.com/shizand/statapp/commit/c23e1f81a9243d81a3e8f00f9f2b2ede941f5691))
## [0.12.0](https://github.com/shizand/statapp/compare/v0.11.0...v0.12.0) (2024-02-11)
### Новые функции
* Добавлена дополнительная литература ([#117](https://github.com/shizand/statapp/issues/117)) ([ded55cb](https://github.com/shizand/statapp/commit/ded55cb5d73e5b1d118c8f2ceaaf107a563f0e5e)), closes [#114](https://github.com/shizand/statapp/issues/114)
* добавлены "Распределения" ([#116](https://github.com/shizand/statapp/issues/116)) ([981580f](https://github.com/shizand/statapp/commit/981580f46d55b949af440973660a5b9b946827bd)), closes [#111](https://github.com/shizand/statapp/issues/111) [#112](https://github.com/shizand/statapp/issues/112)
### Исправления
* Дополнил README ([9766ecb](https://github.com/shizand/statapp/commit/9766ecb7f5f4bb4b960ad9519bbe28919ecda41d))
## [0.11.0](https://github.com/shizand/statapp/compare/v0.10.2...v0.11.0) (2024-02-03)
### Новые функции
* добавлен пункт "Использование" ([#108](https://github.com/shizand/statapp/issues/108)) ([aafa5a0](https://github.com/shizand/statapp/commit/aafa5a0ebbb772b6aa55699d8a50587a8fe6c8e0)), closes [#70](https://github.com/shizand/statapp/issues/70)
* добавлена возможность удалить факторы ([#103](https://github.com/shizand/statapp/issues/103)) ([30447a8](https://github.com/shizand/statapp/commit/30447a801afdac80da948a6f0961ce7b08591f4f)), closes [#102](https://github.com/shizand/statapp/issues/102)
### Исправления
* добавлена легенда графика ([#104](https://github.com/shizand/statapp/issues/104)) ([240a517](https://github.com/shizand/statapp/commit/240a517dd6691d45253b5863b54b4b035aaea8f1)), closes [#101](https://github.com/shizand/statapp/issues/101)
## [0.10.2](https://github.com/shizand/statapp/compare/v0.10.1...v0.10.2) (2024-02-01)

View File

@ -20,9 +20,9 @@
## Установка
Программа распространяется с помощью [PyInstaller](https://pyinstaller.org/en/stable/).
Программа распространяется с помощью [PyInstaller](https://pyinstaller.org/en/stable/).
Существует две версиии: **statapp** и **statapp-onefile**.
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).
@ -39,9 +39,17 @@ poetry install
pyinstaller statapp.spec # или pyinstaller statapp.spec -- --one-file
```
Документация собирается с помощью [grip](https://github.com/joeyespo/grip)
```bash
echo "STYLE_URLS = [\"https://cdn.jsdelivr.net/gh/shizand/statapp@main/statapp/docs/grip.css\"]" > ~/.grip/settings.py
cd docs
grip .
```
## Использование
<!-- TODO -->
Использование описано в [Руководстве пользователя](docs/README.md).
## Чем я могу помочь проекту?

155
environment.yml Normal file
View File

@ -0,0 +1,155 @@
name: statapp
channels:
- conda-forge
- defaults
dependencies:
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- pip:
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- astroid==2.15.8
- cfgv==3.4.0
- contourpy==1.1.1
- cycler==0.12.1
- dill==0.3.7
- distlib==0.3.7
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- identify==2.5.30
- importlib-metadata==6.8.0
- importlib-resources==6.1.0
- isort==5.12.0
- kiwisolver==1.4.5
- lazy-object-proxy==1.9.0
- matplotlib==3.7.3
- mccabe==0.7.0
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- packaging==23.2
- pandas==2.0.3
- pillow==9.5.0
- platformdirs==3.11.0
- pre-commit==3.5.0
- pyinstaller==6.1.0
- pyinstaller-hooks-contrib==2023.10
- pylint==2.17.7
- pyparsing==3.1.1
- python-dateutil==2.8.2
- pytz==2023.3.post1
- pyyaml==6.0.1
- setuptools-scm==8.0.4
- six==1.16.0
- sympy==1.12
- tomli==2.0.1
- tomlkit==0.12.1
- typing-extensions==4.8.0
- tzdata==2023.3
- virtualenv==20.24.5
- wrapt==1.15.0
- zipp==3.17.0
prefix: /home/maxim/miniconda3/envs/statapp

705
poetry.lock generated
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[[package]]
name = "altgraph"
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]
[[package]]
@ -1268,4 +1353,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
[metadata]
lock-version = "2.0"
python-versions = ">=3.8,<3.9"
content-hash = "e8ca19934d2ae7c8fbe0238a777e8d7b8882c86d38a700bdd0495b175f1458fe"
content-hash = "9bf21cc5d976daacdc0b02b174351c8a7e4b6a6602cbc1b5f0d7b658cf0b908a"

View File

@ -1,6 +1,6 @@
[tool.poetry]
name = "statapp"
version = "0.10.2"
version = "0.13.0"
description = ""
authors = [
"Maxim Slipenko <statapp@maks1ms.addy.io>"
@ -20,6 +20,9 @@ pylint = { version = "^2", markers = "python_version < '3.9'" }
sympy = "^1.12"
matplotlib = "^3.7.0"
pillow = "9.5"
scikit-learn = "1.3.2"
[build-system]

View File

@ -17,7 +17,11 @@ parser = argparse.ArgumentParser()
parser.add_argument("--one-file", action="store_true")
options = parser.parse_args()
datas = [('statapp/ui/images/*', 'ui/images')]
datas = [
('statapp/ui/images/*', 'ui/images'),
('statapp/docs/files/*', 'docs/files'),
('statapp/docs/README.html', 'docs')
]
datas += copy_metadata('statapp')

View File

@ -26,15 +26,14 @@ from statapp.main_window import MainWindow
def main():
QtCore.QCoreApplication.setAttribute(QtCore.Qt.AA_ShareOpenGLContexts)
app = QApplication(sys.argv)
translator = QtCore.QTranslator(app)
locale = QtCore.QLocale.system().name()
path = QtCore.QLibraryInfo.location(QtCore.QLibraryInfo.TranslationsPath)
translator.load(f'qt_{locale}', path)
translator.load(f'qtbase_{locale}', path)
app.installTranslator(translator)
window = MainWindow()
window.show()
return app.exec_()

View File

@ -1,124 +0,0 @@
# 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

View File

@ -22,7 +22,11 @@ from dataclasses import dataclass
import numpy as np
import pandas as pd
import sympy as sp
from statapp._vendor.multipolyfit import multipolyfit, getTerms
from sklearn.preprocessing import PolynomialFeatures
from sklearn.linear_model import LinearRegression
from sklearn.metrics import mean_squared_error
from sklearn.metrics import r2_score
DIRECT_LINK = 0
INDIRECT_LINK = 1
@ -78,64 +82,95 @@ class RegressionResult:
monomials: list
def commonPolynom(inputData, deg) -> RegressionResult:
x = inputData[:, 1:]
y = inputData[:, 0]
result, powers, data = multipolyfit(x, y, deg, full=True)
(out, mse, scaledResidualVariance,
rSquared, fStatistic) = calculateStats(data, result[0], result[1], y)
def _prepareDataAndFeatures(data, degree):
y = data[:, 0]
x = data[:, 1:]
polyFeatures = PolynomialFeatures(degree=degree, include_bias=False)
xPoly = polyFeatures.fit_transform(x)
return y, x, xPoly, polyFeatures
def _trainModelAndPredict(y, xPoly):
model = LinearRegression(fit_intercept=True)
model.fit(xPoly, y)
predictions = model.predict(xPoly)
return model, predictions
def _calculateStatistics(y, x, xPoly, predictions, model, polyFeatures):
# Рассчитываем Среднеквадратическую ошибку (MSE) между фактическими и прогнозируемыми значениями
mse = mean_squared_error(y, predictions)
# Рассчитываем коэффициент детерминации R^2, который
# показывает долю вариации зависимой переменной, объясненную моделью
rSquared = r2_score(y, predictions)
# Определяем количество наблюдений
n = xPoly.shape[0]
# Определяем количество предикторов (признаков) плюс один для свободного члена
k = xPoly.shape[1] + 1
# Рассчитываем F-статистику для оценки значимости всей регрессионной модели
fStatistic = (rSquared / (k - 1)) / ((1 - rSquared) / (n - k))
# Собираем параметры модели, включая свободный член и коэффициенты перед переменными
params = np.hstack([model.intercept_, model.coef_])
# Вычисляем остатки модели как разницу между фактическими и прогнозируемыми значениями
residuals = y - predictions
# Добавляем столбец единиц к матрице признаков для учета свободного члена в регрессионной модели
xWithIntercept = np.hstack([np.ones((n, 1)), xPoly])
# Рассчитываем дисперсии коэффициентов модели
varB = mse * np.linalg.pinv(xWithIntercept.T @ xWithIntercept).diagonal()
# Вычисляем стандартные ошибки коэффициентов, берем корень из дисперсий
seB = np.sqrt(np.maximum(varB, 0))
# Рассчитываем t-статистики для каждого коэффициента
tStats = params / seB
# Рассчитываем дисперсию остатков с поправкой на количество параметров
residualVariance = np.var(residuals, ddof=k)
# Рассчитываем скорректированную дисперсию остатков
scaledResidualVariance = 1 - rSquared
# Генерируем список мономов (названий признаков после
# полиномиализации), добавляя константу для свободного члена
monomials = ['c'] + list(
polyFeatures.get_feature_names_out(['x' + str(i) for i in range(1, x.shape[1] + 1)])
)
# Заменяем пробелы на звездочки для представления умножения в названиях мономов
monomials = [monomial.replace(' ', '*') for monomial in monomials]
weightsCoef = np.concatenate((np.array([0]), tStats[1:] / np.sum(tStats[1:])))
# Возвращаем рассчитанные статистики и названия мономов
return (params, tStats, weightsCoef,
residualVariance, scaledResidualVariance,
rSquared, fStatistic, monomials)
def _regressionAnalysis(data, degree):
y, x, xPoly, polyFeatures = _prepareDataAndFeatures(
data, degree
)
model, predictions = _trainModelAndPredict(y, xPoly)
(params, tStats, weightsCoef, residualVariance,
scaledResidualVariance, rSquared, fStatistic, monomials) = (
_calculateStatistics(
y,
x,
xPoly,
predictions,
model,
polyFeatures
))
return RegressionResult(
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)]
np.vstack((params, tStats, weightsCoef)).T,
residualVariance,
scaledResidualVariance,
rSquared,
fStatistic,
monomials
)
def linearPolynom(inputData) -> RegressionResult:
return commonPolynom(inputData, 1)
def linearPolynom(data):
return _regressionAnalysis(data, 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
# 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 out, mse[0], scaledResidualVariance, rSquared, fStatistic
def squaredPolynom(data):
return _regressionAnalysis(data, 2)
def prediction(inputData, result: RegressionResult):
@ -153,8 +188,12 @@ def prediction(inputData, result: RegressionResult):
results = []
numVars = inputs.shape[1]
symbolsStr = ' '.join([f'x{i}' for i in range(1, numVars + 1)])
symbols = sp.symbols(symbolsStr)
for y, xValues in zip(outputs, inputs):
subsDict = dict(zip(expr.free_symbols, xValues))
subsDict = dict(zip(symbols, xValues))
predictedResult = expr.subs(subsDict)
difference = predictedResult - y

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#
# Copyright (c) 2024 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 numpy as np
from PySide2.QtWidgets import QDialog, QVBoxLayout, QComboBox
from statapp.polynoms.polynom_window import MplCanvas
from statapp.utils import addIcon
from statapp.models.utils import yxHeader
class DistributionWindow(QDialog):
def __init__(self, title: str, data: np.ndarray):
super().__init__()
self.setWindowTitle(title)
addIcon(self)
self.layout = QVBoxLayout()
self.setLayout(self.layout)
self.data = data
self.values = yxHeader(data.shape[1])
self.comboBox = QComboBox()
self.comboBox.addItems(self.values)
self.comboBox.currentIndexChanged.connect(self.onChange)
self.sc = self.getSc(data[:, 0])
self.layout.addWidget(self.comboBox)
self.l = QVBoxLayout()
self.l.addWidget(self.sc)
self.layout.addLayout(self.l)
def onChange(self):
while ((child := self.l.takeAt(0)) is not None):
child.widget().deleteLater()
self.sc = self.getSc(self.data[:, self.comboBox.currentIndex()])
self.l.addWidget(self.sc)
class UniformDistributionWindow(DistributionWindow):
def __init__(self, data: np.array):
super().__init__("Равномерное распределение", data)
def getSc(self, points):
sc = MplCanvas(self, width=5, height=4, dpi=100)
points = np.sort(points)
points = np.array(
[points[0]] +
[pt for pt, next_pt in zip(points[:-1], points[1:]) if pt != next_pt]
)
differences = np.diff(points)
inverseDifferences = 1 / differences
for i, (start, end) in enumerate(zip(points[:-1], points[1:])):
sc.axes.hlines(inverseDifferences[i], start, end, colors='r', linestyles='solid')
return sc
def normalDensity(x, mu, sigmaSquared):
return 1 / np.sqrt(2 * np.pi * sigmaSquared) * np.exp(-(x - mu) ** 2 / (2 * sigmaSquared))
class NormalDistributionWindow(DistributionWindow):
def __init__(self, data: np.array):
super().__init__("Нормальное распределение", data)
def getSc(self, points):
sc = MplCanvas(self, width=5, height=4, dpi=100)
points = np.sort(points)
mu = np.mean(points)
sigmaSquared = np.var(points)
yValues = normalDensity(points, mu, sigmaSquared)
sc.axes.plot(points, yValues)
return sc
class ExponentialDistributionWindow(DistributionWindow):
def __init__(self, data: np.array):
super().__init__("Экспоненциальное распределение", data)
def getSc(self, points):
sc = MplCanvas(self, width=5, height=4, dpi=100)
points = np.sort(points)
mu = np.mean(points)
lambdaParam = 1 / mu
yValues = lambdaParam * np.exp(-lambdaParam * points)
sc.axes.plot(points, yValues)
return sc

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<!--
Copyright (c) 2024 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/>.
-->
# Руководство пользователя для программы "Statapp"
## Условные обозначения
`Взаимодействие` - так отображается интерфестные части приложения с которыми пользователь может и должен взаимодействовать. к тами относятся кнопки, пункты меню, окна приложения, страницы в моделировании и тд.
*Пример* - так отображаются комментарии или описания. Обычно используются в качестве подписей к картинкам.
***Параметр*** - так отображаются параметры, которые пользователь может получить в результате вычислений в приложении.
## Введение
"Statapp" — это программное решение для статистического анализа и регрессионного моделирования, позволяющее специалистам в области данных проводить глубокий анализ и создавать точные прогностические модели.
## Дополнительная литература
- [Гмурман В. Е. Теория вероятностей и математическая статистика. Учеб. пособие для вузов.pdf](https://raw.githubusercontent.com/shizand/statapp/v0.12.0/literature/%D0%93%D0%BC%D1%83%D1%80%D0%BC%D0%B0%D0%BD%20%D0%92.%20%D0%95.%20%D0%A2%D0%B5%D0%BE%D1%80%D0%B8%D1%8F%20%D0%B2%D0%B5%D1%80%D0%BE%D1%8F%D1%82%D0%BD%D0%BE%D1%81%D1%82%D0%B5%D0%B9%20%D0%B8%20%D0%BC%D0%B0%D1%82%D0%B5%D0%BC%D0%B0%D1%82%D0%B8%D1%87%D0%B5%D1%81%D0%BA%D0%B0%D1%8F%20%D1%81%D1%82%D0%B0%D1%82%D0%B8%D1%81%D1%82%D0%B8%D0%BA%D0%B0.%20%D0%A3%D1%87%D0%B5%D0%B1.%20%D0%BF%D0%BE%D1%81%D0%BE%D0%B1%D0%B8%D0%B5%20%D0%B4%D0%BB%D1%8F%20%D0%B2%D1%83%D0%B7%D0%BE%D0%B2.pdf)
- [Гмурман В.Е. Руководство к решению задач по теории вероятностей и математической статистике](https://raw.githubusercontent.com/shizand/statapp/v0.12.0/literature/%D0%93%D0%BC%D1%83%D1%80%D0%BC%D0%B0%D0%BD%20%D0%92.%D0%95.%20%D0%A0%D1%83%D0%BA%D0%BE%D0%B2%D0%BE%D0%B4%D1%81%D1%82%D0%B2%D0%BE%20%D0%BA%20%D1%80%D0%B5%D1%88%D0%B5%D0%BD%D0%B8%D1%8E%20%D0%B7%D0%B0%D0%B4%D0%B0%D1%87%20%D0%BF%D0%BE%20%D1%82%D0%B5%D0%BE%D1%80%D0%B8%D0%B8%20%D0%B2%D0%B5%D1%80%D0%BE%D1%8F%D1%82%D0%BD%D0%BE%D1%81%D1%82%D0%B5%D0%B9%20%D0%B8%20%D0%BC%D0%B0%D1%82%D0%B5%D0%BC%D0%B0%D1%82%D0%B8%D1%87%D0%B5%D1%81%D0%BA%D0%BE%D0%B9%20%D1%81%D1%82%D0%B0%D1%82%D0%B8%D1%81%D1%82%D0%B8%D0%BA%D0%B5.pdf)
- [Горяинов В. Т., Журавлев А. Г., Тихонов В. И. Статистическая радиотехника: Примеры и задачи](https://raw.githubusercontent.com/shizand/statapp/v0.12.0/literature/%D0%93%D0%BE%D1%80%D1%8F%D0%B8%D0%BD%D0%BE%D0%B2%20%D0%92.%20%D0%A2.%2C%20%D0%96%D1%83%D1%80%D0%B0%D0%B2%D0%BB%D0%B5%D0%B2%20%D0%90.%20%D0%93.%2C%20%D0%A2%D0%B8%D1%85%D0%BE%D0%BD%D0%BE%D0%B2%20%D0%92.%20%D0%98.%20%D0%A1%D1%82%D0%B0%D1%82%D0%B8%D1%81%D1%82%D0%B8%D1%87%D0%B5%D1%81%D0%BA%D0%B0%D1%8F%20%D1%80%D0%B0%D0%B4%D0%B8%D0%BE%D1%82%D0%B5%D1%85%D0%BD%D0%B8%D0%BA%D0%B0%20%D0%9F%D1%80%D0%B8%D0%BC%D0%B5%D1%80%D1%8B%20%D0%B8%20%D0%B7%D0%B0%D0%B4%D0%B0%D1%87%D0%B8.pdf)
- [Григорьев-Голубев, В. В. Теория вероятностей и математическая статистика. Руководство по решению задач](https://raw.githubusercontent.com/shizand/statapp/v0.12.0/literature/%D0%93%D1%80%D0%B8%D0%B3%D0%BE%D1%80%D1%8C%D0%B5%D0%B2-%D0%93%D0%BE%D0%BB%D1%83%D0%B1%D0%B5%D0%B2%2C%20%D0%92.%20%D0%92.%20%D0%A2%D0%B5%D0%BE%D1%80%D0%B8%D1%8F%20%D0%B2%D0%B5%D1%80%D0%BE%D1%8F%D1%82%D0%BD%D0%BE%D1%81%D1%82%D0%B5%D0%B9%20%D0%B8%20%D0%BC%D0%B0%D1%82%D0%B5%D0%BC%D0%B0%D1%82%D0%B8%D1%87%D0%B5%D1%81%D0%BA%D0%B0%D1%8F%20%D1%81%D1%82%D0%B0%D1%82%D0%B8%D1%81%D1%82%D0%B8%D0%BA%D0%B0.%20%D0%A0%D1%83%D0%BA%D0%BE%D0%B2%D0%BE%D0%B4%D1%81%D1%82%D0%B2%D0%BE%20%D0%BF%D0%BE%20%D1%80%D0%B5%D1%88%D0%B5%D0%BD%D0%B8%D1%8E%20%D0%B7%D0%B0%D0%B4%D0%B0%D1%87.pdf)
- [Кадочникова Е. И. Эконометрика. Конспект лекций](https://raw.githubusercontent.com/shizand/statapp/v0.12.0/literature/%D0%9A%D0%B0%D0%B4%D0%BE%D1%87%D0%BD%D0%B8%D0%BA%D0%BE%D0%B2%D0%B0%20%D0%95.%20%D0%98.%20%D0%AD%D0%BA%D0%BE%D0%BD%D0%BE%D0%BC%D0%B5%D1%82%D1%80%D0%B8%D0%BA%D0%B0.%20%D0%9A%D0%BE%D0%BD%D1%81%D0%BF%D0%B5%D0%BA%D1%82%20%D0%BB%D0%B5%D0%BA%D1%86%D0%B8%D0%B9.pdf)
- [Касьянов В. А. Эконометрика](https://raw.githubusercontent.com/shizand/statapp/v0.12.0/literature/%D0%9A%D0%B0%D1%81%D1%8C%D1%8F%D0%BD%D0%BE%D0%B2%20%D0%92.%20%D0%90.%20%D0%AD%D0%BA%D0%BE%D0%BD%D0%BE%D0%BC%D0%B5%D1%82%D1%80%D0%B8%D0%BA%D0%B0.pdf)
- [Садовникова Н.А., Шмойлова Р.А. Анализ временных рядов и прогнозирование. Вып. 3](https://raw.githubusercontent.com/shizand/statapp/v0.12.0/literature/%D0%A1%D0%B0%D0%B4%D0%BE%D0%B2%D0%BD%D0%B8%D0%BA%D0%BE%D0%B2%D0%B0%20%D0%9D.%D0%90.%2C%20%D0%A8%D0%BC%D0%BE%D0%B9%D0%BB%D0%BE%D0%B2%D0%B0%20%D0%A0.%D0%90.%20%D0%90%D0%BD%D0%B0%D0%BB%D0%B8%D0%B7%20%D0%B2%D1%80%D0%B5%D0%BC%D0%B5%D0%BD%D0%BD%D1%8B%D1%85%20%D1%80%D1%8F%D0%B4%D0%BE%D0%B2%20%D0%B8%20%D0%BF%D1%80%D0%BE%D0%B3%D0%BD%D0%BE%D0%B7%D0%B8%D1%80%D0%BE%D0%B2%D0%B0%D0%BD%D0%B8%D0%B5.%20%D0%92%D1%8B%D0%BF.%203.pdf)
## Краткие теоретические сведения
В рамках ***дисперсионного анализа*** для каждой величины вычисляются следующие характеристики.
***Математическое ожидание*** характеризует среднее значение величины:
<image src="files/Формула 1.PNG">
*где n количество значений величины, i номер значения.*
***Дисперсия*** характеризует разброс величины относительно среднего значения:
<image src="files/Формула 2.PNG">
***Среднеквадратичное отклонение*** характеризует разброс величины относительно среднего значения:
<image src="files/Формула 3.PNG">
В результате ***корреляционного анализа*** вычисляется ***корреляционная матрица***. ***Коэффициент корреляции*** (rij) характеризует взаимосвязь между величинами. Взаимосвязь считается сильной, если выполняется условие:
<image src="files/Формула 4.PNG">
Знак ***коэффициента корреляции*** показывает характер влияния величин. Если знак положительный (прямая связь), то увеличение значения одной величины приводит к увеличению значения другой. Иначе увеличение значения одной величины приводит к уменьшению значения другой (обратная связь).
При осуществлении каскадного регрессионного анализа вычисляются параметры и оценки модели. В основе анализа лежит понятие коэффициента значимости (tj), который характеризует степень влияния фактора на модель. Фактор считается значимым, если выполняется условие:
<image src="files/Формула 5.PNG">
На каждом шаге вычисляются оценки полученной зависимости.
***Остаточная дисперсия масштабированная*** показывает, какая часть статистического материала не была охвачена полученной зависимостью.
<image src="files/Формула 6.PNG">
***Отношение Фишера*** (F1) показывает во сколько раз полученная зависимость лучше полинома y=yср, где yср математическое ожидание y.
<image src="files/Формула 7.PNG">
***Коэффициент множественной детерминации*** (R) характеризует степень близости полученной зависимости к реальному поведению объекта.
<image src="files/Формула 8.PNG">
Механизм процедуры ***каскадного регрессионного анализа***.
На 1-м шаге анализа строится модель, которая включает все ***факторы***. Далее производится исключение ***фактора*** tj с наименьшим по модулю значением ***коэффициента значимости*** и строится новая модель. Если оценки модели ухудшились, то ***каскадная процедура исключения факторов*** останавливается и лучшей считается модель, полученная на предыдущем шаге. Иначе исключение ***факторов*** продолжается до тех пор, пока не ухудшатся оценки модели либо пока для всех ***факторов*** будет выполняться условие.
## Начало работы
### Генерация показателей
<hr>
### Генерация отклика
Перед тем как начать анализ, необходимо сгенерировать ***отклики***, которые будут использоваться как зависимые переменные в моделях:
1. Перейдите в меню `Генерация показателей`.
2. Выберите `Генерация отклика`.
После этого откроется окно `Генерация отклика`:
<image src="files/Генерация показателей - Генерация отклика.PNG">
*Пример пункта меню* `Генерация отклика`
3. Укажите необходимые параметры для генерации данных и нажмите кнопку `Сгенерировать`.
<image src="files/Окно - Генерация отклика.PNG" width=400>
*Пример окна* `Генерация отклика`
После этого окно должно закрыться и на `Белом листе` в `Главном окне` появится колонка со случайно сгенерированными данными отклика по заданным показателям.
<hr>
### Генерация фактора
После генерации ***откликов*** следует сгенерировать ***факторы***, которые будут служить независимыми переменными. Для генерации ***факторов*** необходимо выполнить следующие шаги:
1. Перейдите в меню `Генерация показателей`.
2. Выберите `Генерация фактора`.
После этого откроется окно `Генерация фактора`:
<image src="files/Генерация показателей - Генерация фактора.PNG">
*Пример пункта меню* `Генерация фактора`
3. Выберите нужный тип связи к ***отклику*** (прямая или обратная).
4. Укажите оставшиеся параметры для генерации данных и нажмите кнопку `Сгенерировать`.
<image src="files/Окно - Генерация фактора.PNG" width=400>
*Пример окна* `Генерация отклика`
Можно добавлять несколько факторов.
<hr>
### Удаление факторов
Так как программа `Statapp` генерирует показатели ***Факторов*** случайным образом в границах заданого ***Среднеквадратического отклонения*** то при генерации нескольких ***Факторов*** может возникнуть необходимость удаления некоторых из них. Для этого необходимо выполнить следующие шаги:
1. Выберите необходимый ***Фактор*** для удаления и кликните по `Заголовку` с обозначением `Xn` правой кнопкой мыши.
2. Нажмите на появившуюся кнопку `Удалить` для удаления выбранного ***Фактора***.
*Внимание после удаления ***Фактора*** действие уже нельзя будет отменить*
<image src="files/Окно - Удаление.PNG">
*Пример появившейся кнопки* `Удалить`
Удаленный ***Фактор*** пропадет из таблицы и более не будет учитываться в `Анализе` и `Моделировании`.
<hr>
### Анализ данных
После генерации ***отклика*** и ***факторов*** можно приступать к анализу данных.
<hr>
### Дисперсионный анализ
1. Перейдите в меню `Анализ данных`.
2. Выберите `Дисперсионный анализ`.
<image src="files/Анализ данных - Дисперсионный анализ.PNG">
*Пример пункта меню* `Дисперсионный анализ`
После этого откроется окно `Дисперсионный анализ`:
<image src="files/Окно - Дисперсионный анализ.PNG">
*Пример окна* `Дисперсионный анализ`
<hr>
### Корреляционный анализ
1. Перейдите в меню `Анализ данных`.
2. Выберите `Корреляционный анализ`.
<image src="files/Анализ данных - Корреляционный анализ.PNG">
*Пример пункта меню* `Корреляционный анализ`
После этого откроется окно `Корреляционный анализ`:
<image src="files/Окно - Корреляционный анализ.PNG">
*Пример окна* `Корреляционный анализ`
<hr>
### Моделирование
После генерации отклика и факторов можно перейти к построению регрессионных моделей.
Здесь вы можете увидеть параметры модели, её характеристики, прогноз и отклонения, а также график прогноза и отклонения.
1. Перейдите на вкладку `Моделирование`.
2. Выберите тип модели для построения: `Линейный полином`, `Квадратичный полином` или `Преобразования`.
<image src="files/Моделирование - Линейный полином.PNG">
*Пример список пунктов меню* `Моделирование`
На странице `Модель` любого окна из `Моделирование` можно увидеть данные ***Коэффициент регрессии*** и ***Коэффициент значимости*** в виде таблицы для отклика и каждого из факторов. В нижней части окна располагаются вычисленные значения для параметров: ***Остаточная дисперсия***, ***Остаточная дисперсия (масштабированная)***, ***F1 - отношение Фишера***, ***Коэффициент множественной детерминации***,
<image src="files/Окно - Полином (Линейный полином).PNG">
*Пример страницы* `Модель` *окна* `Линейный полином`
На странице `Прогноз` любого окна из `Моделирование` можно увидеть значения ***Прогноза*** и ***Отклонения*** для каждого ранее сгенерированного значения ***Отклика***.
<image src="files/Окно - Полином - Прогноз.PNG">
*Пример страницы* `Прогноз` *окна* `Линейный полином`
На странице `График` любого окна из `Моделирование` можно увидеть график ***Прогноза*** (график) и ***Отклонения*** (точки).
<image src="files/Окно - Полином - График.PNG">
*Пример страницы* `График` *окна* `Линейный полином`
При необходимости, в окне `Моделирование` - `Преобразования` для каждого фактора вы можете выбрать одно из доступных преобразований.
<image src="files/Окно - Полином (Преобразования).PNG">
*Пример окна* `Преобразования`
Для выбора преобразования для определенного фактора необходимо выполнить следующие шаги:
1. Перейдите на страницу `Модель` в окне `Преобразования`.
2. Дважды нажмите на нужную ячейку в колонке ***Преобразования***.
3. Выберите необходимое преобразование из выпадающего списка.
<image src="files/Преобразования - Выбор преобразования.PNG">
*Пример списка выбора* ***Преобразования*** *фактора в окне* `Преобразования`
*Комментарий: если значения не персчитались попробуйте снять выделение с ячейки, путем нажатия на другую ячейку*
<hr>
### Сохранение и открытие файла
Сгенерированные значения ***отклика*** и ***фактора*** из таблицы в `Главном окне` можно сохранить или зугрузить из файла ***.txt*** и ***.csv***.
### Сохранение файла
1. Перейдите в меню `Файл`.
2. Выберите `Сохранить`.
<image src="files/Файл - Сохранить.PNG">
*Пример пункта меню* `Сохранить файл`
3. Выберите путь сохранения и тип файла и нажмите кнопку `Сохранить`.
Теперь файл будет сохранен по указаному вами пути, его можно переместить куда необходимо и при необходимости загрузить обратно в приложение.
### Открытие файла
1. Перейдите в меню `Файл`.
2. Выберите `Открыть`.
<image src="files/Файл - Открыть.PNG">
*Пример пункта меню* `Открыть файл`
3. Выберите путь до открываемого файла и нажмите кнопку `Открыть`.
Приложение загрузит нужный вам файл, и при необходимости спросит нужно ли сохранять ваши текущие данные.

BIN
statapp/docs/README.pdf Normal file

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36
statapp/docs/grip.css Normal file
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@ -0,0 +1,36 @@
/*
Copyright (c) 2024 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/>.
*/
#preview-page {
margin-top: 0px;
margin-bottom: 0px;
}
#readme {
border: none;
}
#readme > .Box-header {
border: none;
display: none !important;
}
#readme > .Box-body {
border: none;
}

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@ -19,11 +19,13 @@
#
import numpy as np
from PySide2 import QtCore
from PySide2.QtCore import Slot
from PySide2.QtWidgets import QMainWindow, QMessageBox
from PySide2.QtCore import Slot, Qt, QPoint
from PySide2.QtWidgets import QMainWindow, QMessageBox, QAction, QMenu
from statapp.calculations import generateXValues, generateYValues
from statapp.constants import NUMBERS_PRECISION
from statapp.distribution_window import NormalDistributionWindow, UniformDistributionWindow, \
ExponentialDistributionWindow
from statapp.generate_factor_window import GenerateFactorWindow
from statapp.polynoms.linear_polynom_window import LinearPolynomWindow
from statapp.mathtex_header_view import MathTexHeaderView
@ -33,6 +35,7 @@ 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.usage_window import UsageWindow
from statapp.utils import buildMessageBox, addIcon, FloatDelegate, onError
from statapp.variance_analysis import VarianceAnalysisWindow
from statapp.correlation_analysis import CorrelationAnalysisWindow
@ -48,10 +51,6 @@ class MainWindow(QMainWindow):
addIcon(self)
self.ui.generateXaction.setEnabled(False)
self.ui.varianceAnalysisAction.setEnabled(False)
self.ui.correlationAnalisisAction.setEnabled(False)
self.mainActions = [
self.ui.varianceAnalysisAction,
self.ui.correlationAnalisisAction,
@ -61,6 +60,7 @@ class MainWindow(QMainWindow):
]
self.aboutWindow = None
self.usageWindow = None
self.isDataChanged = False
self.model = InputValuesModel()
@ -79,6 +79,27 @@ class MainWindow(QMainWindow):
# x1 = generateXValues(20, 2, 0, y)
# x2 = generateXValues(10, 1, 0, y)
# self.model.updateAllData(np.concatenate([y, x1, x2], axis=1))
self.ui.tableView.horizontalHeader().setContextMenuPolicy(Qt.CustomContextMenu)
self.ui.tableView.horizontalHeader().customContextMenuRequested.connect(self.removeColumn)
def removeColumn(self, event: QPoint):
menu = QMenu(self)
col = self.ui.tableView.columnAt(event.x())
if col == 0:
return
def fun():
self.model.removeCol(col)
self.isDataChanged = True
selectAction = QAction("Удалить", self)
selectAction.triggered.connect(fun)
menu.addAction(selectAction)
menu.exec_(self.ui.tableView.mapToGlobal(event))
def updateActionsEnabled(self):
@ -87,13 +108,22 @@ class MainWindow(QMainWindow):
# есть только отклик
if data.shape[1] == 1:
self.ui.generateXaction.setEnabled(True)
self.ui.uniformDistributionAction.setEnabled(True)
self.ui.normalDistributionAction.setEnabled(True)
self.ui.exponentialDistributionAction.setEnabled(True)
self.setEnabledMainActions(False)
# есть отклик и фактор(ы)
elif data.shape[1] > 1:
self.ui.generateXaction.setEnabled(True)
self.ui.uniformDistributionAction.setEnabled(True)
self.ui.normalDistributionAction.setEnabled(True)
self.ui.exponentialDistributionAction.setEnabled(True)
self.setEnabledMainActions(True)
else:
self.ui.generateXaction.setEnabled(False)
self.ui.uniformDistributionAction.setEnabled(False)
self.ui.normalDistributionAction.setEnabled(False)
self.ui.exponentialDistributionAction.setEnabled(False)
self.setEnabledMainActions(False)
@ -189,6 +219,11 @@ class MainWindow(QMainWindow):
self.aboutWindow = AboutWindow()
self.aboutWindow.show()
@Slot()
def on_usageaction_triggered(self):
self.usageWindow = UsageWindow()
self.usageWindow.show()
@Slot()
def on_varianceAnalysisAction_triggered(self):
try:
@ -229,6 +264,30 @@ class MainWindow(QMainWindow):
except Exception as error:
onError(error)
@Slot()
def on_uniformDistributionAction_triggered(self):
try:
dw = UniformDistributionWindow(self.model.getData())
dw.exec()
except Exception as error:
onError(error)
@Slot()
def on_normalDistributionAction_triggered(self):
try:
dw = NormalDistributionWindow(self.model.getData())
dw.exec()
except Exception as error:
onError(error)
@Slot()
def on_exponentialDistributionAction_triggered(self):
try:
dw = ExponentialDistributionWindow(self.model.getData())
dw.exec()
except Exception as error:
onError(error)
def closeEvent(self, event):
if self.isDataChanged:
file = ''

View File

@ -33,3 +33,6 @@ class InputValuesModel(EditableTableModel):
def getY(self):
return self._data[:, 0]
def removeCol(self, index: int):
self.updateAllData(np.delete(self._data, index, axis=1))

View File

@ -28,7 +28,7 @@ class RegressionResultModel(ROTableModel):
self._monomials = result.monomials
def getHorizontalHeader(self):
return ['Коэффициент регрессии', 'Коэффициент значимости']
return ['Коэффициент регрессии', 'Коэффициент значимости', 'Весовые коэффициенты']
def getVerticalHeader(self):
return self._monomials

View File

@ -58,7 +58,7 @@ class PolynomWindow(QDialog):
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))
self.ui.rSquaredValueLabel.setText(str(result.rSquared))
predictionResult = prediction(data, result)
@ -74,10 +74,6 @@ class PolynomWindow(QDialog):
realY = predictionResult[:, 0]
calculatedY = predictionResult[:, 1]
print(xAxes)
print(realY)
print(calculatedY)
sc.axes.scatter(xAxes, realY)
# xnew = np.linspace(xAxes.min(), xAxes.max(), 300)

View File

@ -81,13 +81,12 @@ class TransformPolynomWindow(QDialog):
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))
self.ui.rSquaredValueLabel.setText(str(result.rSquared))
self.model.dataChanged.connect(self.on_data_changed)
def on_data_changed(self):
data = np.copy(self.data)
print(len(data[0:]))
for i in range(len(data[0:])):
for j in range(1, len(data[i])):
tr = self.model.data(self.model.createIndex(j, 0), Qt.DisplayRole)
@ -117,4 +116,4 @@ class TransformPolynomWindow(QDialog):
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))
self.ui.rSquaredValueLabel.setText(str(result.rSquared))

View File

@ -101,15 +101,6 @@
<pointsize>12</pointsize>
</font>
</property>
<property name="editable">
<bool>false</bool>
</property>
<property name="currentText">
<string/>
</property>
<property name="placeholderText">
<string/>
</property>
</widget>
</item>
</layout>

View File

@ -40,7 +40,7 @@
<x>0</x>
<y>0</y>
<width>800</width>
<height>21</height>
<height>29</height>
</rect>
</property>
<widget class="QMenu" name="filemenu">
@ -77,12 +77,22 @@
<property name="title">
<string>Справка</string>
</property>
<addaction name="usageaction"/>
<addaction name="aboutmenuaction"/>
</widget>
<widget class="QMenu" name="menu">
<property name="title">
<string>Распределения</string>
</property>
<addaction name="uniformDistributionAction"/>
<addaction name="normalDistributionAction"/>
<addaction name="exponentialDistributionAction"/>
</widget>
<addaction name="filemenu"/>
<addaction name="generatemenu"/>
<addaction name="analyzemenu"/>
<addaction name="modelmenu"/>
<addaction name="menu"/>
<addaction name="helpmenu"/>
</widget>
<widget class="QStatusBar" name="statusbar"/>
@ -141,6 +151,26 @@
<string>Преобразования</string>
</property>
</action>
<action name="usageaction">
<property name="text">
<string>Использование</string>
</property>
</action>
<action name="uniformDistributionAction">
<property name="text">
<string>Равномерное</string>
</property>
</action>
<action name="normalDistributionAction">
<property name="text">
<string>Нормальное</string>
</property>
</action>
<action name="exponentialDistributionAction">
<property name="text">
<string>Экспоненциальное</string>
</property>
</action>
</widget>
<resources/>
<connections/>

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@ -124,10 +124,17 @@
<attribute name="title">
<string>График</string>
</attribute>
<layout class="QGridLayout" name="gridLayout_5">
<layout class="QGridLayout" name="gridLayout_5" rowstretch="1,0">
<item row="0" column="0">
<layout class="QGridLayout" name="plotContainer"/>
</item>
<item row="1" column="0">
<widget class="QLabel" name="label">
<property name="text">
<string>Точки - отклик. Линия - прогноз</string>
</property>
</widget>
</item>
</layout>
</widget>
</widget>

View File

@ -1,4 +1,5 @@
# -*- coding: utf-8 -*-
#
# Copyright (c) 2024 Maxim Slipenko, Eugene Lazurenko.
#
@ -19,93 +20,70 @@
# along with this program. If not, see <http://www.gnu.org/licenses/>.
#
################################################################################
## Form generated from reading UI file 'generate_factor_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 *
from PySide2 import QtCore, QtGui, QtWidgets
class Ui_GenerateFactorWindow(object):
def setupUi(self, GenerateFactorWindow):
if not GenerateFactorWindow.objectName():
GenerateFactorWindow.setObjectName(u"GenerateFactorWindow")
GenerateFactorWindow.setObjectName("GenerateFactorWindow")
GenerateFactorWindow.resize(503, 193)
self.gridLayout_2 = QGridLayout(GenerateFactorWindow)
self.gridLayout_2.setObjectName(u"gridLayout_2")
self.gridLayout = QGridLayout()
self.gridLayout.setObjectName(u"gridLayout")
self.label = QLabel(GenerateFactorWindow)
self.label.setObjectName(u"label")
font = QFont()
self.gridLayout_2 = QtWidgets.QGridLayout(GenerateFactorWindow)
self.gridLayout_2.setObjectName("gridLayout_2")
self.gridLayout = QtWidgets.QGridLayout()
self.gridLayout.setObjectName("gridLayout")
self.label = QtWidgets.QLabel(GenerateFactorWindow)
font = QtGui.QFont()
font.setPointSize(12)
self.label.setFont(font)
self.label.setObjectName("label")
self.gridLayout.addWidget(self.label, 0, 0, 1, 1)
self.label_3 = QLabel(GenerateFactorWindow)
self.label_3.setObjectName(u"label_3")
self.label_3 = QtWidgets.QLabel(GenerateFactorWindow)
font = QtGui.QFont()
font.setPointSize(12)
self.label_3.setFont(font)
self.label_3.setObjectName("label_3")
self.gridLayout.addWidget(self.label_3, 2, 0, 1, 1)
self.generatePushButton = QPushButton(GenerateFactorWindow)
self.generatePushButton.setObjectName(u"generatePushButton")
self.generatePushButton = QtWidgets.QPushButton(GenerateFactorWindow)
font = QtGui.QFont()
font.setPointSize(12)
self.generatePushButton.setFont(font)
self.generatePushButton.setObjectName("generatePushButton")
self.gridLayout.addWidget(self.generatePushButton, 3, 0, 1, 2)
self.label_2 = QLabel(GenerateFactorWindow)
self.label_2.setObjectName(u"label_2")
self.label_2 = QtWidgets.QLabel(GenerateFactorWindow)
font = QtGui.QFont()
font.setPointSize(12)
self.label_2.setFont(font)
self.label_2.setObjectName("label_2")
self.gridLayout.addWidget(self.label_2, 1, 0, 1, 1)
self.matSpinBox = QDoubleSpinBox(GenerateFactorWindow)
self.matSpinBox.setObjectName(u"matSpinBox")
self.matSpinBox = QtWidgets.QDoubleSpinBox(GenerateFactorWindow)
font = QtGui.QFont()
font.setPointSize(12)
self.matSpinBox.setFont(font)
self.matSpinBox.setDecimals(5)
self.matSpinBox.setMaximum(1000000.000000000000000)
self.matSpinBox.setMaximum(1000000.0)
self.matSpinBox.setObjectName("matSpinBox")
self.gridLayout.addWidget(self.matSpinBox, 1, 1, 1, 1)
self.deviationSpinBox = QDoubleSpinBox(GenerateFactorWindow)
self.deviationSpinBox.setObjectName(u"deviationSpinBox")
self.deviationSpinBox = QtWidgets.QDoubleSpinBox(GenerateFactorWindow)
font = QtGui.QFont()
font.setPointSize(12)
self.deviationSpinBox.setFont(font)
self.deviationSpinBox.setDecimals(5)
self.deviationSpinBox.setMaximum(1000000.000000000000000)
self.deviationSpinBox.setMaximum(1000000.0)
self.deviationSpinBox.setObjectName("deviationSpinBox")
self.gridLayout.addWidget(self.deviationSpinBox, 2, 1, 1, 1)
self.typeComboBox = QComboBox(GenerateFactorWindow)
self.typeComboBox.setObjectName(u"typeComboBox")
self.typeComboBox = QtWidgets.QComboBox(GenerateFactorWindow)
font = QtGui.QFont()
font.setPointSize(12)
self.typeComboBox.setFont(font)
self.typeComboBox.setEditable(False)
self.typeComboBox.setObjectName("typeComboBox")
self.gridLayout.addWidget(self.typeComboBox, 0, 1, 1, 1)
self.gridLayout_2.addLayout(self.gridLayout, 0, 0, 1, 1)
self.retranslateUi(GenerateFactorWindow)
QMetaObject.connectSlotsByName(GenerateFactorWindow)
# setupUi
QtCore.QMetaObject.connectSlotsByName(GenerateFactorWindow)
def retranslateUi(self, GenerateFactorWindow):
GenerateFactorWindow.setWindowTitle(QCoreApplication.translate("GenerateFactorWindow", u"\u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0444\u0430\u043a\u0442\u043e\u0440\u043e\u0432", None))
self.label.setText(QCoreApplication.translate("GenerateFactorWindow", u"\u0422\u0438\u043f \u0441\u0432\u044f\u0437\u0438", None))
self.label_3.setText(QCoreApplication.translate("GenerateFactorWindow", u"\u0421\u0440\u0435\u0434\u043d\u0435\u043a\u0432\u0430\u0434\u0440\u0430\u0442\u0438\u0447\u043d\u043e\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435", None))
self.generatePushButton.setText(QCoreApplication.translate("GenerateFactorWindow", u"\u0421\u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c", None))
self.label_2.setText(QCoreApplication.translate("GenerateFactorWindow", u"\u041c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0435", None))
self.typeComboBox.setCurrentText("")
self.typeComboBox.setPlaceholderText("")
# retranslateUi
GenerateFactorWindow.setWindowTitle(QtWidgets.QApplication.translate("GenerateFactorWindow", "Генерация факторов", None, -1))
self.label.setText(QtWidgets.QApplication.translate("GenerateFactorWindow", "Тип связи", None, -1))
self.label_3.setText(QtWidgets.QApplication.translate("GenerateFactorWindow", "Среднеквадратичное отклонение", None, -1))
self.generatePushButton.setText(QtWidgets.QApplication.translate("GenerateFactorWindow", "Сгенерировать", None, -1))
self.label_2.setText(QtWidgets.QApplication.translate("GenerateFactorWindow", "Математическое ожидание", None, -1))

View File

@ -1,4 +1,5 @@
# -*- coding: utf-8 -*-
#
# Copyright (c) 2024 Maxim Slipenko, Eugene Lazurenko.
#
@ -19,87 +20,74 @@
# along with this program. If not, see <http://www.gnu.org/licenses/>.
#
################################################################################
## Form generated from reading UI file 'main_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 *
from PySide2 import QtCore, QtGui, QtWidgets
class Ui_MainWindow(object):
def setupUi(self, MainWindow):
if not MainWindow.objectName():
MainWindow.setObjectName(u"MainWindow")
MainWindow.setObjectName("MainWindow")
MainWindow.resize(800, 600)
self.aboutmenuaction = QAction(MainWindow)
self.aboutmenuaction.setObjectName(u"aboutmenuaction")
self.generateYaction = QAction(MainWindow)
self.generateYaction.setObjectName(u"generateYaction")
self.generateXaction = QAction(MainWindow)
self.generateXaction.setObjectName(u"generateXaction")
self.openfileaction = QAction(MainWindow)
self.openfileaction.setObjectName(u"openfileaction")
self.savefileaction = QAction(MainWindow)
self.savefileaction.setObjectName(u"savefileaction")
self.closefileaction = QAction(MainWindow)
self.closefileaction.setObjectName(u"closefileaction")
self.varianceAnalysisAction = QAction(MainWindow)
self.varianceAnalysisAction.setObjectName(u"varianceAnalysisAction")
self.correlationAnalisisAction = QAction(MainWindow)
self.correlationAnalisisAction.setObjectName(u"correlationAnalisisAction")
self.linearPolynomAction = QAction(MainWindow)
self.linearPolynomAction.setObjectName(u"linearPolynomAction")
self.squaredPolynomAction = QAction(MainWindow)
self.squaredPolynomAction.setObjectName(u"squaredPolynomAction")
self.transformPolynomAction = QAction(MainWindow)
self.transformPolynomAction.setObjectName(u"transformPolynomAction")
self.centralwidget = QWidget(MainWindow)
self.centralwidget.setObjectName(u"centralwidget")
self.gridLayout = QGridLayout(self.centralwidget)
self.gridLayout.setObjectName(u"gridLayout")
self.label = QLabel(self.centralwidget)
self.label.setObjectName(u"label")
self.label.setAlignment(Qt.AlignCenter)
self.centralwidget = QtWidgets.QWidget(MainWindow)
self.centralwidget.setObjectName("centralwidget")
self.gridLayout = QtWidgets.QGridLayout(self.centralwidget)
self.gridLayout.setObjectName("gridLayout")
self.label = QtWidgets.QLabel(self.centralwidget)
self.label.setAlignment(QtCore.Qt.AlignCenter)
self.label.setObjectName("label")
self.gridLayout.addWidget(self.label, 0, 0, 1, 1)
self.tableView = QTableView(self.centralwidget)
self.tableView.setObjectName(u"tableView")
self.tableView = QtWidgets.QTableView(self.centralwidget)
self.tableView.setObjectName("tableView")
self.tableView.verticalHeader().setVisible(False)
self.gridLayout.addWidget(self.tableView, 1, 0, 1, 1)
MainWindow.setCentralWidget(self.centralwidget)
self.menubar = QMenuBar(MainWindow)
self.menubar.setObjectName(u"menubar")
self.menubar.setGeometry(QRect(0, 0, 800, 21))
self.filemenu = QMenu(self.menubar)
self.filemenu.setObjectName(u"filemenu")
self.generatemenu = QMenu(self.menubar)
self.generatemenu.setObjectName(u"generatemenu")
self.analyzemenu = QMenu(self.menubar)
self.analyzemenu.setObjectName(u"analyzemenu")
self.modelmenu = QMenu(self.menubar)
self.modelmenu.setObjectName(u"modelmenu")
self.helpmenu = QMenu(self.menubar)
self.helpmenu.setObjectName(u"helpmenu")
self.menubar = QtWidgets.QMenuBar(MainWindow)
self.menubar.setGeometry(QtCore.QRect(0, 0, 800, 29))
self.menubar.setObjectName("menubar")
self.filemenu = QtWidgets.QMenu(self.menubar)
self.filemenu.setObjectName("filemenu")
self.generatemenu = QtWidgets.QMenu(self.menubar)
self.generatemenu.setObjectName("generatemenu")
self.analyzemenu = QtWidgets.QMenu(self.menubar)
self.analyzemenu.setObjectName("analyzemenu")
self.modelmenu = QtWidgets.QMenu(self.menubar)
self.modelmenu.setObjectName("modelmenu")
self.helpmenu = QtWidgets.QMenu(self.menubar)
self.helpmenu.setObjectName("helpmenu")
self.menu = QtWidgets.QMenu(self.menubar)
self.menu.setObjectName("menu")
MainWindow.setMenuBar(self.menubar)
self.statusbar = QStatusBar(MainWindow)
self.statusbar.setObjectName(u"statusbar")
self.statusbar = QtWidgets.QStatusBar(MainWindow)
self.statusbar.setObjectName("statusbar")
MainWindow.setStatusBar(self.statusbar)
self.menubar.addAction(self.filemenu.menuAction())
self.menubar.addAction(self.generatemenu.menuAction())
self.menubar.addAction(self.analyzemenu.menuAction())
self.menubar.addAction(self.modelmenu.menuAction())
self.menubar.addAction(self.helpmenu.menuAction())
self.aboutmenuaction = QtWidgets.QAction(MainWindow)
self.aboutmenuaction.setObjectName("aboutmenuaction")
self.generateYaction = QtWidgets.QAction(MainWindow)
self.generateYaction.setObjectName("generateYaction")
self.generateXaction = QtWidgets.QAction(MainWindow)
self.generateXaction.setObjectName("generateXaction")
self.openfileaction = QtWidgets.QAction(MainWindow)
self.openfileaction.setObjectName("openfileaction")
self.savefileaction = QtWidgets.QAction(MainWindow)
self.savefileaction.setObjectName("savefileaction")
self.closefileaction = QtWidgets.QAction(MainWindow)
self.closefileaction.setObjectName("closefileaction")
self.varianceAnalysisAction = QtWidgets.QAction(MainWindow)
self.varianceAnalysisAction.setObjectName("varianceAnalysisAction")
self.correlationAnalisisAction = QtWidgets.QAction(MainWindow)
self.correlationAnalisisAction.setObjectName("correlationAnalisisAction")
self.linearPolynomAction = QtWidgets.QAction(MainWindow)
self.linearPolynomAction.setObjectName("linearPolynomAction")
self.squaredPolynomAction = QtWidgets.QAction(MainWindow)
self.squaredPolynomAction.setObjectName("squaredPolynomAction")
self.transformPolynomAction = QtWidgets.QAction(MainWindow)
self.transformPolynomAction.setObjectName("transformPolynomAction")
self.usageaction = QtWidgets.QAction(MainWindow)
self.usageaction.setObjectName("usageaction")
self.uniformDistributionAction = QtWidgets.QAction(MainWindow)
self.uniformDistributionAction.setObjectName("uniformDistributionAction")
self.normalDistributionAction = QtWidgets.QAction(MainWindow)
self.normalDistributionAction.setObjectName("normalDistributionAction")
self.exponentialDistributionAction = QtWidgets.QAction(MainWindow)
self.exponentialDistributionAction.setObjectName("exponentialDistributionAction")
self.filemenu.addAction(self.openfileaction)
self.filemenu.addAction(self.savefileaction)
self.filemenu.addAction(self.closefileaction)
@ -110,30 +98,42 @@ class Ui_MainWindow(object):
self.modelmenu.addAction(self.linearPolynomAction)
self.modelmenu.addAction(self.squaredPolynomAction)
self.modelmenu.addAction(self.transformPolynomAction)
self.helpmenu.addAction(self.usageaction)
self.helpmenu.addAction(self.aboutmenuaction)
self.menu.addAction(self.uniformDistributionAction)
self.menu.addAction(self.normalDistributionAction)
self.menu.addAction(self.exponentialDistributionAction)
self.menubar.addAction(self.filemenu.menuAction())
self.menubar.addAction(self.generatemenu.menuAction())
self.menubar.addAction(self.analyzemenu.menuAction())
self.menubar.addAction(self.modelmenu.menuAction())
self.menubar.addAction(self.menu.menuAction())
self.menubar.addAction(self.helpmenu.menuAction())
self.retranslateUi(MainWindow)
QMetaObject.connectSlotsByName(MainWindow)
# setupUi
QtCore.QMetaObject.connectSlotsByName(MainWindow)
def retranslateUi(self, MainWindow):
MainWindow.setWindowTitle(QCoreApplication.translate("MainWindow", u"\u0421\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435", None))
self.aboutmenuaction.setText(QCoreApplication.translate("MainWindow", u"\u041e \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0435", None))
self.generateYaction.setText(QCoreApplication.translate("MainWindow", u"\u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u043e\u0442\u043a\u043b\u0438\u043a\u0430", None))
self.generateXaction.setText(QCoreApplication.translate("MainWindow", u"\u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0444\u0430\u043a\u0442\u043e\u0440\u0430", None))
self.openfileaction.setText(QCoreApplication.translate("MainWindow", u"\u041e\u0442\u043a\u0440\u044b\u0442\u044c", None))
self.savefileaction.setText(QCoreApplication.translate("MainWindow", u"\u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c", None))
self.closefileaction.setText(QCoreApplication.translate("MainWindow", u"\u0417\u0430\u043a\u0440\u044b\u0442\u044c", None))
self.varianceAnalysisAction.setText(QCoreApplication.translate("MainWindow", u"\u0414\u0438\u0441\u043f\u0435\u0440\u0441\u0438\u043e\u043d\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437", None))
self.correlationAnalisisAction.setText(QCoreApplication.translate("MainWindow", u"\u041a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437", None))
self.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.transformPolynomAction.setText(QCoreApplication.translate("MainWindow", u"\u041f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u044f", 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))
self.analyzemenu.setTitle(QCoreApplication.translate("MainWindow", u"\u0410\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445", None))
self.modelmenu.setTitle(QCoreApplication.translate("MainWindow", u"\u041c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435", None))
self.helpmenu.setTitle(QCoreApplication.translate("MainWindow", u"\u0421\u043f\u0440\u0430\u0432\u043a\u0430", None))
# retranslateUi
MainWindow.setWindowTitle(QtWidgets.QApplication.translate("MainWindow", "Статистическое моделирование", None, -1))
self.label.setText(QtWidgets.QApplication.translate("MainWindow", "СТАТИСТИЧЕСКИЕ ДАННЫЕ", None, -1))
self.filemenu.setTitle(QtWidgets.QApplication.translate("MainWindow", "Файл", None, -1))
self.generatemenu.setTitle(QtWidgets.QApplication.translate("MainWindow", "Генерация показателей", None, -1))
self.analyzemenu.setTitle(QtWidgets.QApplication.translate("MainWindow", "Анализ данных", None, -1))
self.modelmenu.setTitle(QtWidgets.QApplication.translate("MainWindow", "Моделирование", None, -1))
self.helpmenu.setTitle(QtWidgets.QApplication.translate("MainWindow", "Справка", None, -1))
self.menu.setTitle(QtWidgets.QApplication.translate("MainWindow", "Распределения", None, -1))
self.aboutmenuaction.setText(QtWidgets.QApplication.translate("MainWindow", "О программе", None, -1))
self.generateYaction.setText(QtWidgets.QApplication.translate("MainWindow", "Генерация отклика", None, -1))
self.generateXaction.setText(QtWidgets.QApplication.translate("MainWindow", "Генерация фактора", None, -1))
self.openfileaction.setText(QtWidgets.QApplication.translate("MainWindow", "Открыть", None, -1))
self.savefileaction.setText(QtWidgets.QApplication.translate("MainWindow", "Сохранить", None, -1))
self.closefileaction.setText(QtWidgets.QApplication.translate("MainWindow", "Закрыть", None, -1))
self.varianceAnalysisAction.setText(QtWidgets.QApplication.translate("MainWindow", "Дисперсионный анализ", None, -1))
self.correlationAnalisisAction.setText(QtWidgets.QApplication.translate("MainWindow", "Корреляционный анализ", None, -1))
self.linearPolynomAction.setText(QtWidgets.QApplication.translate("MainWindow", "Линейный полином", None, -1))
self.squaredPolynomAction.setText(QtWidgets.QApplication.translate("MainWindow", "Квадратичный полином", None, -1))
self.transformPolynomAction.setText(QtWidgets.QApplication.translate("MainWindow", "Преобразования", None, -1))
self.usageaction.setText(QtWidgets.QApplication.translate("MainWindow", "Использование", None, -1))
self.uniformDistributionAction.setText(QtWidgets.QApplication.translate("MainWindow", "Равномерное", None, -1))
self.normalDistributionAction.setText(QtWidgets.QApplication.translate("MainWindow", "Нормальное", None, -1))
self.exponentialDistributionAction.setText(QtWidgets.QApplication.translate("MainWindow", "Экспоненциальное", None, -1))

View File

@ -126,6 +126,12 @@ class Ui_PolynomWindow(object):
self.gridLayout_5.addLayout(self.plotContainer, 0, 0, 1, 1)
self.label = QLabel(self.tab)
self.label.setObjectName(u"label")
self.gridLayout_5.addWidget(self.label, 1, 0, 1, 1)
self.gridLayout_5.setRowStretch(0, 1)
self.tabWidget.addTab(self.tab, "")
self.gridLayout_2.addWidget(self.tabWidget, 0, 6, 1, 1)
@ -151,5 +157,6 @@ class Ui_PolynomWindow(object):
self.rSquaredValueLabel.setText(QCoreApplication.translate("PolynomWindow", u"undefined", None))
self.tabWidget.setTabText(self.tabWidget.indexOf(self.model), QCoreApplication.translate("PolynomWindow", u"\u041c\u043e\u0434\u0435\u043b\u044c", None))
self.tabWidget.setTabText(self.tabWidget.indexOf(self.prediction), QCoreApplication.translate("PolynomWindow", u"\u041f\u0440\u043e\u0433\u043d\u043e\u0437", None))
self.label.setText(QCoreApplication.translate("PolynomWindow", u"\u0422\u043e\u0447\u043a\u0438 - \u043e\u0442\u043a\u043b\u0438\u043a. \u041b\u0438\u043d\u0438\u044f - \u043f\u0440\u043e\u0433\u043d\u043e\u0437", None))
self.tabWidget.setTabText(self.tabWidget.indexOf(self.tab), QCoreApplication.translate("PolynomWindow", u"\u0413\u0440\u0430\u0444\u0438\u043a", None))
# retranslateUi

56
statapp/ui/ui_usage_window.py generated Normal file
View File

@ -0,0 +1,56 @@
# -*- coding: utf-8 -*-
#
# Copyright (c) 2024 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 'usage_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_UsageWindow(object):
def setupUi(self, UsageWindow):
if not UsageWindow.objectName():
UsageWindow.setObjectName(u"UsageWindow")
UsageWindow.resize(400, 300)
self.gridLayout = QGridLayout(UsageWindow)
self.gridLayout.setObjectName(u"gridLayout")
self.browserContainer = QVBoxLayout()
self.browserContainer.setObjectName(u"browserContainer")
self.gridLayout.addLayout(self.browserContainer, 0, 0, 1, 1)
self.retranslateUi(UsageWindow)
QMetaObject.connectSlotsByName(UsageWindow)
# setupUi
def retranslateUi(self, UsageWindow):
UsageWindow.setWindowTitle(QCoreApplication.translate("UsageWindow", u"\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435", None))
# retranslateUi

View File

@ -0,0 +1,24 @@
<?xml version="1.0" encoding="UTF-8"?>
<ui version="4.0">
<class>UsageWindow</class>
<widget class="QDialog" name="UsageWindow">
<property name="geometry">
<rect>
<x>0</x>
<y>0</y>
<width>400</width>
<height>300</height>
</rect>
</property>
<property name="windowTitle">
<string>Использование</string>
</property>
<layout class="QGridLayout" name="gridLayout">
<item row="0" column="0">
<layout class="QVBoxLayout" name="browserContainer"/>
</item>
</layout>
</widget>
<resources/>
<connections/>
</ui>

56
statapp/usage_window.py Normal file
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@ -0,0 +1,56 @@
#
# Copyright (c) 2024 Maxim Slipenko, Eugene Lazurenko.
#
# This file is part of Statapp
# (see https://github.com/shizand/statapp).
#
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with this program. If not, see <http://www.gnu.org/licenses/>.
#
from PySide2.QtCore import QUrl
from PySide2.QtGui import QDesktopServices
from PySide2.QtWebEngineWidgets import QWebEngineView, QWebEnginePage
from PySide2.QtWidgets import QMainWindow, QVBoxLayout, QWidget
from statapp.utils import addIcon, resourcePath
class ExternalLinksWebEnginePage(QWebEnginePage):
def acceptNavigationRequest(self, url, _type, isMainFrame):
if _type == QWebEnginePage.NavigationTypeLinkClicked:
QDesktopServices.openUrl(url)
return False # Prevent the internal view from navigating to the URL
return True # Handle all other navigation requests normally
class UsageWindow(QMainWindow):
def __init__(self):
super().__init__()
self.setWindowTitle("Использование")
addIcon(self)
layout = QVBoxLayout()
self.browser = QWebEngineView()
customPage = ExternalLinksWebEnginePage(self.browser)
self.browser.setPage(customPage)
layout.addWidget(self.browser)
self.browser.load(QUrl.fromLocalFile(resourcePath("docs/README.html")))
widget = QWidget()
widget.setLayout(layout)
self.setCentralWidget(widget)
def onLinkClicked(self, url):
# Open the URL in the default web browser instead of the QWebEngineView
QDesktopServices.openUrl(url)

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@ -17,6 +17,7 @@
# 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 logging
import os
import sys
@ -71,8 +72,11 @@ def onError(errorName: Exception):
QMessageBox.Ok,
QMessageBox.Ok)
logging.exception(errorName)
msgBox.exec_()
class FloatDelegate(QStyledItemDelegate):
def __init__(self, parent=None):
QStyledItemDelegate.__init__(self, parent=parent)