commit 7281b501cdd721f0f4d2ee4ac11bdda42665fc95 Author: bobmaster Date: Wed Jul 6 14:40:41 2022 +0800 :tada: publish the paper and code diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..ae1f27f --- /dev/null +++ b/.gitignore @@ -0,0 +1,188 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +#poetry.lock + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/#use-with-ide +.pdm.toml + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# 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/ + +# +# macOS General +.DS_Store +.AppleDouble +.LSOverride + +# Icon must end with two \r +Icon + +# Thumbnails +._* + +# Files that might appear in the root of a volume +.DocumentRevisions-V100 +.fseventsd +.Spotlight-V100 +.TemporaryItems +.Trashes +.VolumeIcon.icns +.com.apple.timemachine.donotpresent + +# Directories potentially created on remote AFP share +.AppleDB +.AppleDesktop +Network Trash Folder +Temporary Items +.apdisk diff --git a/2022261_A_数学建模校赛论文(PDF).pdf b/2022261_A_数学建模校赛论文(PDF).pdf new file mode 100644 index 0000000..9da8bd1 Binary files /dev/null and b/2022261_A_数学建模校赛论文(PDF).pdf differ diff --git a/README.md b/README.md new file mode 100644 index 0000000..3bd35d4 --- /dev/null +++ b/README.md @@ -0,0 +1,15 @@ +## 中南大学2022年-6月数学建模校赛 +选题A： 设计满足一定力学性能的材料化学成分配方 +详细要求见附件📎 + +## 碎碎念 +被同学拉着，莫名奇妙的就“上车”了。在大伙共同的努力下，我们团队4位成员成功的在3天内完成了一篇还看得过去的论文。我也成功的晚睡了几回，嘿嘿。 + +比赛时间只有3天，但我们对很多方面的知识还是新手，比如论文用`word`排版遇到了麻烦，在不同设备之间存在兼容性问题。此外，还存在问题考虑不周到，面对多重影响因子不知道用什么数学方法去解决等问题，我们专业知识还是欠缺太多。总结起来就是，一定要学会用`Latex`对论文进行排版，多学习一些统计学数学的方法。 + +我虽然对这类比赛不是特别感兴趣，但既然做了还是有所收获的。比赛期间回顾了`Python`的基本语法，学习了`numpy`、`pandas`、`matplotlib`、`scikit-learn`等库的基本用法，在看到短短几行代码就能得出并校验线性回归方程和生成各种图表曲线时我的内心是振奋的，我从来没有参加过科研，但它给了我感觉。 + +BobMaster要继续加油呀！🌱 + +## License +Copyright (c) 王岩琪 袁欣萍 郭禹含 龚智勋. All rights reserved. \ No newline at end of file diff --git a/heatmap.py b/heatmap.py new file mode 100644 index 0000000..0a17a62 --- /dev/null +++ b/heatmap.py @@ -0,0 +1,27 @@ +import numpy as np +import seaborn as sns +import matplotlib.pyplot as plt + +plt.rc('axes', unicode_minus=False) +sns.set_theme(style="white") +sns.set(font="WenQuanYi Zen Hei") + + +def create_heatmap(dataset): + # 计算相关矩阵 + corr = dataset.corr() + + # 为上三角矩阵生成蒙版 + mask = np.triu(np.ones_like(corr, dtype=bool)) + + # 设置图大小 + f, ax = plt.subplots(figsize=(11, 9)) + + # 生成颜色图表 + cmap = sns.diverging_palette(230, 20, as_cmap=True) + + # 使用蒙版和正确的纵横比绘图 + sns.heatmap(corr, mask=mask, cmap=cmap, vmax=.3, center=0, + square=True, linewidths=.5, cbar_kws={"shrink": .5}) + + plt.show() \ No newline at end of file diff --git a/hist2d.py b/hist2d.py new file mode 100644 index 0000000..27d5920 --- /dev/null +++ b/hist2d.py @@ -0,0 +1,14 @@ +import matplotlib.pyplot as plt +import matplotlib.font_manager as fm + + +myfont = fm.FontProperties(fname='/usr/lib/python3.10/site-packages/matplotlib/mpl-data/fonts/ttf/wqy-zenhei.ttc') + + +def create_hist2d(dist1, dist2, title, xlabel, ylabel, fig=(5, 5)): + fig, ax = plt.subplots(figsize=fig, tight_layout=True) + ax.set_title(title, fontproperties=myfont) + ax.set_xlabel(xlabel, fontproperties=myfont) + ax.set_ylabel(ylabel, fontproperties=myfont) + hist2d = ax.hist2d(dist1, dist2, bins=20) + plt.show() diff --git a/linear_regression.py b/linear_regression.py new file mode 100644 index 0000000..2531d8a --- /dev/null +++ b/linear_regression.py @@ -0,0 +1,56 @@ +from sklearn.linear_model import LinearRegression +from sklearn.model_selection import train_test_split +import statsmodels.api as sm + + +class OlsModel: + def __init__(self, x, y): + self.x = x + self.y = y + self.results = self.create_model() + + def create_model(self): + x = sm.add_constant(self.x) + model = sm.OLS(self.y, x) + results = model.fit() + return results + + +class MlrModel: + def __init__(self, x, y): + self.x = x + self.y = y + self.results = self.create_model() + + def create_model(self): + X_train, X_test, y_train, y_test = train_test_split(self.x, self.y, test_size=0.25, random_state=42) + model = LinearRegression().fit(X_train, y_train) + return model + + +def ols_calcutate_all(x, qufu_mean_ols_model, qufu_std_ols_model, + kangla_mean_ols_model, kangla_std_ols_model, + yanshen_mean_ols_model, yanshen_std_ols_model): + print("屈服均值: " + str(qufu_mean_ols_model.results.predict(x)) + "\n" + "抗拉均值: " + str(kangla_mean_ols_model.results.predict(x)) + "\n" + "延伸率均值: " + str(yanshen_mean_ols_model.results.predict(x)) + "\n" + "屈服标准差: " + str(qufu_std_ols_model.results.predict(x)) + "\n" + "抗拉标准差: " + str(kangla_std_ols_model.results.predict(x)) + "\n" + "延伸率标准差: " + str(yanshen_std_ols_model.results.predict(x)) + "\n" + ) + + +def mlr_calcutate_all(x, qufu_mean_mlr_model, qufu_std_mlr_model, + kangla_mean_mlr_model, kangla_std_mlr_model, + yanshen_mean_mlr_model, yanshen_std_mlr_model): + print("屈服均值: " + str(qufu_mean_mlr_model.results.predict(x)) + "\n" + "抗拉均值: " + str(kangla_mean_mlr_model.results.predict(x)) + "\n" + "延伸率均值: " + str(yanshen_mean_mlr_model.results.predict(x)) + "\n" + "屈服标准差: " + str(qufu_std_mlr_model.results.predict(x)) + "\n" + "抗拉标准差: " + str(kangla_std_mlr_model.results.predict(x)) + "\n" + "延伸率标准差: " + str(yanshen_std_mlr_model.results.predict(x)) + "\n" + ) + + + + diff --git a/lineplot.py b/lineplot.py new file mode 100644 index 0000000..13dd5e4 --- /dev/null +++ b/lineplot.py @@ -0,0 +1,8 @@ +import seaborn as sns + +sns.set(font="WenQuanYi Zen Hei") + + +def create_lineplot(dataset, x, y): + sns.lineplot(x=x, y=y, data=dataset) + diff --git a/main.py b/main.py new file mode 100644 index 0000000..2d273ca --- /dev/null +++ b/main.py @@ -0,0 +1,318 @@ +""" +███╗ ███╗ █████╗ ████████╗██╗ ██╗███████╗███╗ ███╗ █████╗ ████████╗██╗ ██████╗ █████╗ ██╗ +████╗ ████║██╔══██╗╚══██╔══╝██║ ██║██╔════╝████╗ ████║██╔══██╗╚══██╔══╝██║██╔════╝██╔══██╗██║ +██╔████╔██║███████║ ██║ ███████║█████╗ ██╔████╔██║███████║ ██║ ██║██║ ███████║██║ +██║╚██╔╝██║██╔══██║ ██║ ██╔══██║██╔══╝ ██║╚██╔╝██║██╔══██║ ██║ ██║██║ ██╔══██║██║ +██║ ╚═╝ ██║██║ ██║ ██║ ██║ ██║███████╗██║ ╚═╝ ██║██║ ██║ ██║ ██║╚██████╗██║ ██║███████╗ +╚═╝ ╚═╝╚═╝ ╚═╝ ╚═╝ ╚═╝ ╚═╝╚══════╝╚═╝ ╚═╝╚═╝ ╚═╝ ╚═╝ ╚═╝ ╚═════╝╚═╝ ╚═╝╚══════╝ + +███╗ ███╗ ██████╗ ██████╗ ███████╗██╗ ██╗███╗ ██╗ ██████╗ +████╗ ████║██╔═══██╗██╔══██╗██╔════╝██║ ██║████╗ ██║██╔════╝ +██╔████╔██║██║ ██║██║ ██║█████╗ ██║ ██║██╔██╗ ██║██║ ███╗ +██║╚██╔╝██║██║ ██║██║ ██║██╔══╝ ██║ ██║██║╚██╗██║██║ ██║ +██║ ╚═╝ ██║╚██████╔╝██████╔╝███████╗███████╗██║██║ ╚████║╚██████╔╝ +╚═╝ ╚═╝ ╚═════╝ ╚═════╝ ╚══════╝╚══════╝╚═╝╚═╝ ╚═══╝ ╚═════╝ + +团队成员: 王岩琪 袁欣萍 郭禹含 龚智勋 + +""" + +import pandas as pd +import numpy as np + + +def main(): + """ + 数据清洗 + """ + + with pd.ExcelFile("/home/bobmaster/Downloads/数学建模/附件1：化学成分及力学性能.xlsx") as origin_data: + pd_chemicals_raw = pd.read_excel(origin_data, "化学成分", usecols=[0, 2, 3, 4, 5, 6, 7]) + pd_physics_raw = pd.read_excel(origin_data, "力学性能") + + pd_chemical = pd_chemicals_raw.iloc[1:, :] + pd_physics = pd_physics_raw.dropna(how="any") + # pd_chemical = pd_chemical.reindex(index = pd_chemical.index[::-1]) + pd_physics_ronglianhao = pd_physics.iloc[:, 0].astype("int64") + pd_physics_qufu = pd_physics.iloc[:, 2] + pd_physics_kangla = pd_physics.iloc[:, 3] + pd_physics_yanshen = pd_physics.iloc[:, 4] + + # 提取相同熔炼号的力学性能数据 + comp_table = pd_physics.iloc[:, 0].duplicated(keep="last") # 比较表 + # phy_num = pd_physics.count() # 力学表数据量 11213 + phy_num = 11213 + # phy_ronglianhao = [] + phy_dict = {} + phy_qufu = [] + phy_kangla = [] + phy_yanshen = [] + temp = 0 + for i in range(phy_num): + phy_qufu.append(pd_physics_qufu[i]) + phy_kangla.append(pd_physics_kangla[i]) + phy_yanshen.append(pd_physics_yanshen[i]) + if (comp_table[i] == False): + # phy_ronglianhao[temp] = pd_physics_ronglianhao[i] + phy_dict[pd_physics_ronglianhao[i]] = [phy_qufu, phy_kangla, phy_yanshen] + temp += 1 + phy_qufu = [] + phy_kangla = [] + phy_yanshen = [] + + # 数据规约 - 力学性能数据均值和标准差 + phy_dict_qufu_mean = {} + phy_dict_qufu_std = {} + phy_dict_kangla_mean = {} + phy_dict_kangla_std = {} + phy_dict_yanshen_mean = {} + phy_dict_yanshen_std = {} + phy_dict_qufu_mean_list = [] + phy_dict_qufu_std_list = [] + phy_dict_kangla_mean_list = [] + phy_dict_kangla_std_list = [] + phy_dict_yanshen_mean_list = [] + phy_dict_yanshen_std_list = [] + + for key in phy_dict: + np_physics_array_qufu = np.array(phy_dict[key][0]) + np_physics_array_kangla = np.array(phy_dict[key][1]) + np_physics_array_yanshen = np.array(phy_dict[key][2]) + phy_dict_qufu_mean[key] = np_physics_array_qufu.mean() + phy_dict_qufu_std[key] = np_physics_array_qufu.std() + phy_dict_kangla_mean[key] = np_physics_array_kangla.mean() + phy_dict_kangla_std[key] = np_physics_array_kangla.std() + phy_dict_yanshen_mean[key] = np_physics_array_yanshen.mean() + phy_dict_yanshen_std[key] = np_physics_array_yanshen.std() + + # 清洗化学成分 + # 重建索引保证在同一熔炼号的情况下与力学指标数据匹配 + pd_chem_ronglianhao = pd_chemical.iloc[:, 0].astype("int64") + pd_chem_ronglianhao = pd_chem_ronglianhao.drop_duplicates().reset_index().iloc[:, 1] + pd_chem_E1_data = pd_chemical.iloc[:, 1].reset_index().iloc[:, 1] + pd_chem_E2_data = pd_chemical.iloc[:, 2].reset_index().iloc[:, 1] + pd_chem_E3_data = pd_chemical.iloc[:, 3].reset_index().iloc[:, 1] + pd_chem_E4_data = pd_chemical.iloc[:, 4].reset_index().iloc[:, 1] + pd_chem_E5_data = pd_chemical.iloc[:, 5].reset_index().iloc[:, 1] + pd_chem_E6_data = pd_chemical.iloc[:, 6].reset_index().iloc[:, 1] + pd_chem_E1 = {} + pd_chem_E2 = {} + pd_chem_E3 = {} + pd_chem_E4 = {} + pd_chem_E5 = {} + pd_chem_E6 = {} + + temp = 0 + + # 数据规约 - 化学成分 + # 0-701 清洗后得到的范围 + for i in range(702): + if (i % 2 != 0 and temp != 321): + pd_chem_E1[pd_chem_ronglianhao[temp]] = (pd_chem_E1_data[i - 1] + pd_chem_E1_data[i]) / 2 + pd_chem_E2[pd_chem_ronglianhao[temp]] = (pd_chem_E2_data[i - 1] + pd_chem_E2_data[i]) / 2 + pd_chem_E3[pd_chem_ronglianhao[temp]] = (pd_chem_E3_data[i - 1] + pd_chem_E3_data[i]) / 2 + pd_chem_E4[pd_chem_ronglianhao[temp]] = (pd_chem_E4_data[i - 1] + pd_chem_E4_data[i]) / 2 + pd_chem_E5[pd_chem_ronglianhao[temp]] = (pd_chem_E5_data[i - 1] + pd_chem_E5_data[i]) / 2 + pd_chem_E6[pd_chem_ronglianhao[temp]] = (pd_chem_E6_data[i - 1] + pd_chem_E6_data[i]) / 2 + temp += 1 + + # 整理出最终所需数据并保证化学成分与力学性能数据一致性 + E1_list = [] + E2_list = [] + E3_list = [] + E4_list = [] + E5_list = [] + E6_list = [] + for key in pd_chem_E1: + if key in phy_dict: + E1_list.append(pd_chem_E1[key]) + E2_list.append(pd_chem_E2[key]) + E3_list.append(pd_chem_E3[key]) + E4_list.append(pd_chem_E4[key]) + E5_list.append(pd_chem_E5[key]) + E6_list.append(pd_chem_E6[key]) + + phy_dict_qufu_mean_list.append(phy_dict_qufu_mean[key]) + phy_dict_qufu_std_list.append(phy_dict_qufu_std[key]) + phy_dict_kangla_mean_list.append(phy_dict_kangla_mean[key]) + phy_dict_kangla_std_list.append(phy_dict_kangla_std[key]) + phy_dict_yanshen_mean_list.append(phy_dict_yanshen_mean[key]) + phy_dict_yanshen_std_list.append(phy_dict_yanshen_std[key]) + + np_E1 = np.array(E1_list) + np_E2 = np.array(E2_list) + np_E3 = np.array(E3_list) + np_E4 = np.array(E4_list) + np_E5 = np.array(E5_list) + np_E6 = np.array(E6_list) + + # 初始化二维直方图数据 + # dist1 材料 + dist1_E1 = np_E1 + dist1_E2 = np_E2 + dist1_E3 = np_E3 + dist1_E4 = np_E4 + dist1_E5 = np_E5 + dist1_E6 = np_E6 + + # dist2 力学性能均值 + dist2_qufu = np.array(phy_dict_qufu_mean_list) + dist2_kangla = np.array(phy_dict_kangla_mean_list) + dist2_yanshen = np.array(phy_dict_yanshen_mean_list) + + # dist3 力学性能标准差 + dist3_qufu = np.array(phy_dict_qufu_std_list) + dist3_kangla = np.array(phy_dict_kangla_std_list) + dist3_yanshen = np.array(phy_dict_yanshen_std_list) + + # 绘制化学成分与力学特性关系的二维直方图 + + from hist2d import create_hist2d + + create_hist2d(dist1_E1, dist2_qufu, title="化学成分E1与屈服特性的关系", xlabel="E1 %", ylabel="屈服特性均值") + create_hist2d(dist1_E1, dist2_kangla, title="化学成分E1与抗拉特性的关系", xlabel="E1 %", ylabel="抗拉特性均值") + create_hist2d(dist1_E1, dist2_yanshen, title="化学成分E1与延伸率特性的关系", xlabel="E1 %", ylabel="延伸率特性均值") + create_hist2d(dist1_E2, dist2_qufu, title="化学成分E2与屈服特性的关系", xlabel="E2 %", ylabel="屈服特性均值") + create_hist2d(dist1_E2, dist2_kangla, title="化学成分E2与抗拉特性的关系", xlabel="E2 %", ylabel="抗拉特性均值") + create_hist2d(dist1_E2, dist2_yanshen, title="化学成分E2与延伸率特性的关系", xlabel="E2 %", ylabel="延伸率特性均值") + create_hist2d(dist1_E3, dist2_qufu, title="化学成分E3与屈服特性的关系", xlabel="E3 %", ylabel="屈服特性均值") + create_hist2d(dist1_E3, dist2_kangla, title="化学成分E3与抗拉特性的关系", xlabel="E3 %", ylabel="抗拉特性均值") + create_hist2d(dist1_E3, dist2_yanshen, title="化学成分E3与延伸率特性的关系", xlabel="E3 %", ylabel="延伸率特性均值") + create_hist2d(dist1_E4, dist2_qufu, title="化学成分E4与屈服特性的关系", xlabel="E4 %", ylabel="屈服特性均值") + create_hist2d(dist1_E4, dist2_kangla, title="化学成分E4与抗拉特性的关系", xlabel="E4 %", ylabel="抗拉特性均值") + create_hist2d(dist1_E4, dist2_yanshen, title="化学成分E4与延伸率特性的关系", xlabel="E4 %", ylabel="延伸率特性均值") + create_hist2d(dist1_E5, dist2_qufu, title="化学成分E5与屈服特性的关系", xlabel="E5 %", ylabel="屈服特性均值", fig=(10, 10)) + create_hist2d(dist1_E5, dist2_kangla, title="化学成分E5与抗拉特性的关系", xlabel="E5 %", ylabel="抗拉特性均值", fig=(10, 10)) + create_hist2d(dist1_E5, dist2_yanshen, title="化学成分E5与延伸率特性的关系", xlabel="E5 %", ylabel="延伸率特性均值", fig=(10, 10)) + create_hist2d(dist1_E6, dist2_qufu, title="化学成分E6与屈服特性的关系", xlabel="E6 %", ylabel="屈服特性均值") + create_hist2d(dist1_E6, dist2_kangla, title="化学成分E6与抗拉特性的关系", xlabel="E6 %", ylabel="抗拉特性均值") + create_hist2d(dist1_E6, dist2_yanshen, title="化学成分E6与延伸率特性的关系", xlabel="E6 %", ylabel="延伸率特性均值") + + # 创建 OLS 回归模型 + from linear_regression import OlsModel + from linear_regression import ols_calcutate_all + + x = np.array([dist1_E1, dist1_E2, dist1_E3, dist1_E4, dist1_E5, dist1_E6]).transpose() + + # 材料与屈服特性均值回归模型 + y = np.array(dist2_qufu) + qufu_mean_ols_model = OlsModel(x, y) + + # 如需打印报告请删掉下一行的注释 + # print(qufu_mean_ols_model.results.summary()) + + # 材料与抗拉特性均值回归模型 + y = np.array(dist2_kangla) + kangla_mean_ols_model = OlsModel(x, y) + + # 材料与延伸率特性均值回归模型 + y = np.array(dist2_yanshen) + yanshen_mean_ols_model = OlsModel(x, y) + + # 材料与屈服特性标准差回归模型 + y = np.array(dist3_qufu) + qufu_std_ols_model = OlsModel(x, y) + + # 材料与抗拉特性标准差回归模型 + y = np.array(dist3_kangla) + kangla_std_ols_model = OlsModel(x, y) + + # 材料与延伸率特性标准差回归模型 + y = np.array(dist3_yanshen) + yanshen_std_ols_model = OlsModel(x, y) + + # 给定熔炼号计算均值和标准差 + # ronglianhao = 90624 + # x1 = pd_chem_E1[ronglianhao] + # x2 = pd_chem_E2[ronglianhao] + # x3 = pd_chem_E3[ronglianhao] + # x4 = pd_chem_E4[ronglianhao] + # x5 = pd_chem_E5[ronglianhao] + # x6 = pd_chem_E6[ronglianhao] + # x = np.array([1, x1, x2, x3, x4, x5, x6]) + # ols_calcutate_all(x, qufu_mean_ols_model, qufu_std_ols_model, + # kangla_mean_ols_model, kangla_std_ols_model, + # yanshen_mean_ols_model, yanshen_std_ols_model) + + """ + 屈服均值: [281.04367017] + 抗拉均值: [302.12712467] + 延伸率均值: [11.72968023] + 屈服标准差: [4.04484533] + 抗拉标准差: [3.60625011] + 延伸率标准差: [0.68357895] + """ + + from linear_regression import MlrModel + from linear_regression import mlr_calcutate_all + # 创建 MLR 多元线性回归模型 + x = np.array([dist1_E1, dist1_E2, dist1_E3, dist1_E4, dist1_E5, dist1_E6]).transpose() + + # 材料与屈服特性均值回归模型 + y = np.array(dist2_qufu) + qufu_mean_mlr_model = MlrModel(x, y) + + # 回归系数 + # qufu_mean_mlr_model.results.coef_ + # 常数，回归方程截距 + # qufu_mean_mlr_model.results.intercept_ + + # 材料与抗拉特性均值回归模型 + y = np.array(dist2_kangla) + kangla_mean_mlr_model = MlrModel(x, y) + + # 材料与延伸率特性均值回归模型 + y = np.array(dist2_yanshen) + yanshen_mean_mlr_model = MlrModel(x, y) + + # 材料与屈服特性标准差回归模型 + y = np.array(dist3_qufu) + qufu_std_mlr_model = MlrModel(x, y) + + # 材料与抗拉特性标准差回归模型 + y = np.array(dist3_kangla) + kangla_std_mlr_model = MlrModel(x, y) + + # 材料与延伸率特性标准差回归模型 + y = np.array(dist3_yanshen) + yanshen_std_mlr_model = MlrModel(x, y) + + # 给定熔炼号计算均值和标准差 + # ronglianhao = 90624 + # x1 = pd_chem_E1[ronglianhao] + # x2 = pd_chem_E2[ronglianhao] + # x3 = pd_chem_E3[ronglianhao] + # x4 = pd_chem_E4[ronglianhao] + # x5 = pd_chem_E5[ronglianhao] + # x6 = pd_chem_E6[ronglianhao] + # x = np.array([1, x1, x2, x3, x4, x5, x6]).reshape(-1,6) + # ols_calcutate_all(x, qufu_mean_ols_model, qufu_std_ols_model, + # kangla_mean_ols_model, kangla_std_ols_model, + # yanshen_mean_ols_model, yanshen_std_ols_model) + + """ + 屈服均值: [281.04919773] + 抗拉均值: [302.13923671] + 延伸率均值: [11.75333675] + 屈服标准差: [4.06391763] + 抗拉标准差: [3.6079243] + 延伸率标准差: [0.68167218] + """ + + from heatmap import create_heatmap + # 绘制热点图 + + dataset = pd.DataFrame( + {'屈服': phy_dict_qufu_mean_list, '抗拉': phy_dict_kangla_mean_list, '延伸率': phy_dict_yanshen_mean_list, + 'E1': np_E1, 'E2': np_E2, 'E3': np_E3, 'E4': np_E4, 'E5': np_E5, 'E6': np_E6}) + create_heatmap(dataset) + + # from lineplot import create_lineplot + # 绘制折线图 + # x = "E1" 横坐标，从 E1-E6 选取 + # y = "屈服" 纵坐标，从屈服、抗拉、延伸率 选取 + # create_lineplot(dataset, x, y) + + +if __name__=='__main__': + main() diff --git a/organized_data.csv b/organized_data.csv new file mode 100644 index 0000000..618295b --- /dev/null +++ b/organized_data.csv @@ -0,0 +1,271 @@ +,熔炼号,屈服均值,抗拉均值,延伸率均值,屈服标准差,抗拉标准差,延伸率标准差,E1,E2,E3,E4,E5,E6 +0,90623,284.11764705882354,304.4117647058824,11.558823529411764,4.042165304143407,3.5323517167064535,0.5657465900491572,0.4965,1.026,0.2155,0.1825,0.107,0.062 +1,90622,280.8333333333333,301.23333333333335,11.733333333333333,4.8654107968620925,4.19271855588816,0.7039570693980959,0.499,1.0325000000000002,0.222,0.184,0.105,0.0625 +2,90621,279.0,300.8125,11.328125,4.183300132670378,3.3859775176453843,0.7866997421983816,0.4935,1.02,0.229,0.1845,0.102,0.0605 +3,90620,283.0882352941176,303.79411764705884,11.558823529411764,5.232071050172048,4.350655202615064,0.6834676493307206,0.4915,1.0165000000000002,0.2125,0.18,0.104,0.062 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100644 index 0000000..c9b20d4 Binary files /dev/null and b/organized_data.xlsx differ diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..0b5ea0b --- /dev/null +++ b/requirements.txt @@ -0,0 +1,8 @@ +# generated by pip freeze +matplotlib==3.5.2 +numpy==1.22.4 +pandas==1.4.3 +scikit-learn==1.1.1 +scipy==1.8.1 +seaborn==0.11.2 +statsmodels==0.13.2 \ No newline at end of file diff --git a/数学建模.ipynb b/数学建模.ipynb new file mode 100644 index 0000000..67a2fd8 --- /dev/null +++ b/数学建模.ipynb @@ -0,0 +1,3069 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "78042719-c377-4929-a2f4-74aeabf8e29b", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "16bfdf9c-816b-424d-8dc9-95f973ea78c5", + "metadata": {}, + "outputs": [], + "source": [ + "with pd.ExcelFile(\"/home/bobmaster/Downloads/数学建模/附件1：化学成分及力学性能.xlsx\") as origin_data:\n", + " pd_chemicals_raw = pd.read_excel(origin_data, \"化学成分\", usecols=[0,2,3,4,5,6,7])\n", + " pd_physics_raw = pd.read_excel(origin_data, \"力学性能\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "40754eb4-28f6-45ba-a4ba-adc5894bdfcd", + "metadata": {}, + "outputs": [], + "source": [ + "pd_chemical = pd_chemicals_raw.iloc[1:,:]\n", + "pd_physics = pd_physics_raw.dropna(how = \"any\")\n", + "# pd_chemical = pd_chemical.reindex(index = pd_chemical.index[::-1])\n", + "pd_physics_ronglianhao = pd_physics.iloc[:,0].astype(\"int64\")\n", + "pd_physics_qufu = pd_physics.iloc[:,2]\n", + "pd_physics_kangla = pd_physics.iloc[:,3]\n", + "pd_physics_yanshen = pd_physics.iloc[:,4]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "813c73a1-d75c-4c63-9cd8-0677be75dc98", + "metadata": {}, + "outputs": [], + "source": [ + "# 提取相同熔炼号的数据\n", + "comp_table = pd_physics.iloc[:,0].duplicated(keep = \"last\") #比较表\n", + "# phy_num = pd_physics.count() # 力学表数据量 11213\n", + "phy_num = 11213\n", + "#phy_ronglianhao = []\n", + "phy_dict = {}\n", + "phy_qufu = []\n", + "phy_kangla = []\n", + "phy_yanshen = []\n", + "temp = 0\n", + "for i in range(phy_num):\n", + " phy_qufu.append(pd_physics_qufu[i])\n", + " phy_kangla.append(pd_physics_kangla[i])\n", + " phy_yanshen.append(pd_physics_yanshen[i])\n", + " if (comp_table[i] == False):\n", + " #phy_ronglianhao[temp] = pd_physics_ronglianhao[i]\n", + " phy_dict[pd_physics_ronglianhao[i]] = [phy_qufu, phy_kangla, phy_yanshen]\n", + " temp += 1\n", + " phy_qufu = []\n", + " phy_kangla = []\n", + " phy_yanshen = []\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "3732856a-cb58-4d94-b3c6-f5dc8d886c33", + "metadata": {}, + "outputs": [], + "source": [ + "# 数据规约 - 力学性能数据均值和标准差\n", + "phy_dict_qufu_mean = {}\n", + "phy_dict_qufu_std = {}\n", + "phy_dict_kangla_mean = {}\n", + "phy_dict_kangla_std = {}\n", + "phy_dict_yanshen_mean = {}\n", + "phy_dict_yanshen_std = {}\n", + "phy_dict_qufu_mean_list = []\n", + "phy_dict_qufu_std_list = []\n", + "phy_dict_kangla_mean_list = []\n", + "phy_dict_kangla_std_list = []\n", + "phy_dict_yanshen_mean_list = []\n", + "phy_dict_yanshen_std_list = []\n", + "\n", + "for key in phy_dict:\n", + " np_physics_array_qufu = np.array(phy_dict[key][0])\n", + " np_physics_array_kangla = np.array(phy_dict[key][1])\n", + " np_physics_array_yanshen = np.array(phy_dict[key][2])\n", + " phy_dict_qufu_mean[key] = np_physics_array_qufu.mean()\n", + " phy_dict_qufu_std[key] = np_physics_array_qufu.std()\n", + " phy_dict_kangla_mean[key] = np_physics_array_kangla.mean()\n", + " phy_dict_kangla_std[key] = np_physics_array_kangla.std()\n", + " phy_dict_yanshen_mean[key] = np_physics_array_yanshen.mean()\n", + " phy_dict_yanshen_std[key] = np_physics_array_yanshen.std()\n", + "\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "d1945b0e-e52c-444f-b5cc-84067d4b8647", + "metadata": {}, + "outputs": [], + "source": [ + "# 清洗化学成分\n", + "# 重建索引保证在同一熔炼号的情况下与力学指标数据匹配\n", + "pd_chem_ronglianhao = pd_chemical.iloc[:,0].astype(\"int64\")\n", + "pd_chem_ronglianhao = pd_chem_ronglianhao.drop_duplicates().reset_index().iloc[:,1]\n", + "pd_chem_E1_data = pd_chemical.iloc[:,1].reset_index().iloc[:,1]\n", + "pd_chem_E2_data = pd_chemical.iloc[:,2].reset_index().iloc[:,1]\n", + "pd_chem_E3_data = pd_chemical.iloc[:,3].reset_index().iloc[:,1]\n", + "pd_chem_E4_data = pd_chemical.iloc[:,4].reset_index().iloc[:,1]\n", + "pd_chem_E5_data = pd_chemical.iloc[:,5].reset_index().iloc[:,1]\n", + "pd_chem_E6_data = pd_chemical.iloc[:,6].reset_index().iloc[:,1]\n", + "pd_chem_E1 = {}\n", + "pd_chem_E2 = {}\n", + "pd_chem_E3 = {}\n", + "pd_chem_E4 = {}\n", + "pd_chem_E5 = {}\n", + "pd_chem_E6 = {}\n", + "temp = 0\n", + "\n", + "# 数据规约 - 化学成分\n", + "# 0-701 清洗后得到的范围\n", + "for i in range(702):\n", + " if (i%2 != 0 and temp != 321):\n", + " pd_chem_E1[pd_chem_ronglianhao[temp]] = (pd_chem_E1_data[i-1] + pd_chem_E1_data[i])/2\n", + " pd_chem_E2[pd_chem_ronglianhao[temp]] = (pd_chem_E2_data[i-1] + pd_chem_E2_data[i])/2\n", + " pd_chem_E3[pd_chem_ronglianhao[temp]] = (pd_chem_E3_data[i-1] + pd_chem_E3_data[i])/2\n", + " pd_chem_E4[pd_chem_ronglianhao[temp]] = (pd_chem_E4_data[i-1] + pd_chem_E4_data[i])/2\n", + " pd_chem_E5[pd_chem_ronglianhao[temp]] = (pd_chem_E5_data[i-1] + pd_chem_E5_data[i])/2\n", + " pd_chem_E6[pd_chem_ronglianhao[temp]] = (pd_chem_E6_data[i-1] + pd_chem_E6_data[i])/2\n", + " temp += 1\n", + "\n", + "E1_list = []\n", + "E2_list = []\n", + "E3_list = []\n", + "E4_list = []\n", + "E5_list = []\n", + "E6_list = []\n", + "\n", + "# 整理出最终所需数据并保证化学成分与力学性能数据一致性\n", + "for key in pd_chem_E1:\n", + " if key in phy_dict:\n", + " E1_list.append(pd_chem_E1[key])\n", + " E2_list.append(pd_chem_E2[key])\n", + " E3_list.append(pd_chem_E3[key])\n", + " E4_list.append(pd_chem_E4[key])\n", + " E5_list.append(pd_chem_E5[key])\n", + " E6_list.append(pd_chem_E6[key])\n", + " \n", + " phy_dict_qufu_mean_list.append(phy_dict_qufu_mean[key])\n", + " phy_dict_qufu_std_list.append(phy_dict_qufu_std[key])\n", + " phy_dict_kangla_mean_list.append(phy_dict_kangla_mean[key])\n", + " phy_dict_kangla_std_list.append(phy_dict_kangla_std[key])\n", + " phy_dict_yanshen_mean_list.append(phy_dict_yanshen_mean[key])\n", + " phy_dict_yanshen_std_list.append(phy_dict_yanshen_std[key])\n", + " \n", + "np_E1 = np.array(E1_list)\n", + "np_E2 = np.array(E2_list)\n", + "np_E3 = np.array(E3_list)\n", + "np_E4 = np.array(E4_list)\n", + "np_E5 = np.array(E5_list)\n", + "np_E6 = np.array(E6_list)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b37c2ff4-0b0e-4c94-997e-daf199031604", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "632a32cf-b02b-4787-ba57-1787247c5d1a", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from matplotlib import colors\n", + "from matplotlib.ticker import PercentFormatter\n", + "import matplotlib.font_manager as fm\n", + "myfont = fm.FontProperties(fname='/usr/lib/python3.10/site-packages/matplotlib/mpl-data/fonts/ttf/wqy-zenhei.ttc')\n", + "fig, ax = plt.subplots(figsize=(5, 5), tight_layout=True)\n", + "\n", + "#dist1 材料\n", + "dist1_E1 = np_E1\n", + "dist1_E2 = np_E2\n", + "dist1_E3 = np_E3\n", + "dist1_E4 = np_E4\n", + "dist1_E5 = np_E5\n", + "dist1_E6 = np_E6\n", + "\n", + "#dist2 力学性能均值\n", + "dist2_qufu = np.array(phy_dict_qufu_mean_list)\n", + "dist2_kangla = np.array(phy_dict_kangla_mean_list)\n", + "dist2_yanshen = np.array(phy_dict_yanshen_mean_list)\n", + "\n", + "#dist3 力学性能标准差\n", + "dist3_qufu = np.array(phy_dict_qufu_std_list)\n", + "dist3_kangla = np.array(phy_dict_kangla_std_list)\n", + "dist3_yanshen = np.array(phy_dict_yanshen_std_list)\n", + "\n", + "\n", + "ax.set_title(\"化学成分E1与屈服特性的关系\", fontproperties=myfont)\n", + "ax.set_xlabel(\"E1 %\", fontproperties=myfont)\n", + "ax.set_ylabel(\"屈服特性均值\", fontproperties=myfont)\n", + "hist_qufu_E1 = ax.hist2d(dist1_E1, dist2_qufu, bins=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "37ab1938-3be1-47b1-b2bf-a111f5afcf8d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 5), sharex=True, sharey=True,\n", + " tight_layout=True)\n", + "\n", + "ax.set_ylabel(\"屈服特性均值\", fontproperties=myfont)\n", + "ax.set_title(\"化学成分E2与屈服特性的关系\", fontproperties=myfont)\n", + "ax.set_xlabel(\"E2 %\", fontproperties=myfont)\n", + "hist_qufu_E2 = ax.hist2d(dist1_E2, dist2_qufu, bins=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "694e2daa-015d-4e28-a4f4-b731147e8a05", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 5), sharex=True, sharey=True,\n", + " tight_layout=True)\n", + "\n", + "ax.set_ylabel(\"屈服特性均值\", fontproperties=myfont)\n", + "ax.set_title(\"化学成分E3与屈服特性的关系\", fontproperties=myfont)\n", + "ax.set_xlabel(\"E3 %\", fontproperties=myfont)\n", + "hist_qufu_E3 = ax.hist2d(dist1_E3, dist2_qufu, bins=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "5ed884d4-e171-42bb-ab26-0068b2ec688f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 5), sharex=True, sharey=True,\n", + " tight_layout=True)\n", + "\n", + "ax.set_ylabel(\"屈服特性均值\", fontproperties=myfont)\n", + "ax.set_title(\"化学成分E4与屈服特性的关系\", fontproperties=myfont)\n", + "ax.set_xlabel(\"E4 %\", fontproperties=myfont)\n", + "hist_qufu_E4 = ax.hist2d(dist1_E4, dist2_qufu, bins=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "1c35f7ec-05c4-4887-b9fb-eee122166ccc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10, 10), sharex=True, sharey=True,\n", + " tight_layout=True)\n", + "\n", + "ax.set_ylabel(\"屈服特性均值\", fontproperties=myfont)\n", + "ax.set_title(\"化学成分E5与屈服特性的关系\", fontproperties=myfont)\n", + "ax.set_xlabel(\"E5 %\", fontproperties=myfont)\n", + "hist_qufu_E5 = ax.hist2d(dist1_E5, dist2_qufu, bins=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "704561cb-b2a6-4ebb-8c9d-0806159e18e8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 5), sharex=True, sharey=True,\n", + " tight_layout=True)\n", + "\n", + "ax.set_ylabel(\"屈服特性均值\", fontproperties=myfont)\n", + "ax.set_title(\"化学成分E6与屈服特性的关系\", fontproperties=myfont)\n", + "ax.set_xlabel(\"E6 %\", fontproperties=myfont)\n", + "hist_qufu_E6 = ax.hist2d(dist1_E6, dist2_qufu, bins=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "ab4f2aba-c632-4f0c-bfc3-4d1734998125", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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xAJuZFeIANjMrxAFsZlaIA9jMrBAHsJlZIQ5gM7NCHMBmZoU4gM3MCnEAm5kV4gA2MyvEAWxmVsiAnY5ywS7rNl23len/aGEavtnn7Nh0XT23VtN1N5k6r+m6l47brum6w2es0HTd+/bZqOm6zVrp2debrrvmXc1P7djSNIktTEdZxfSMVetrbXYP2MysEAewmVkhDmAzs0IcwGZmhTiAzcwKcQCbmRXiADYzK8QBbGZWiAPYzKwQB7CZWSEOYDOzQhzAZmaFOIDNzApxAJuZFTJgp6Nc9aJ7mq7b3sL3HfyuMU3XXX5e85+XK96/fNN1nz6w+Wkh17wumq4Lzdede/2GTdVbcV7z33PYnOanlGzF4j2bn/JzUAvTo1rr3AM2MyvEAWxmVkhlASxpuKT7JD0g6WFJZ+b1a0i6QdLj+evqNXVOlfSEpMck7VNV28zM+oIqe8BtwISI2AYYB+wraUfgFOCmiBgL3JTfI2lzYBKwBbAv8ENJgypsn5lZUZUFcCSL8tsh+RXA/sCFef2FwIfz8v7ApRHRFhFPAU8A21fVPjOz0iodA5Y0SNIMYD5wQ0TcC6wTEfMA8te1c/GRwF9qqj+T13Xe59GSpkma9gZtVTbfzKxSlQZwRCyOiHHABsD2krbsorjq7aLOPidHxPiIGD+EYT3UUjOz3tcrV0FExEvAraSx3eckrQeQv87PxZ4BRtVU2wCY2xvtMzMrocqrIEZIWi0vLw/sBTwKXA0cnosdDvwqL18NTJI0TNIYYCxwX1XtMzMrrco74dYDLsxXMiwHXBYR10q6B7hM0qeBp4GDACLiYUmXAY+QbjY7PiIWV9g+M7OiKgvgiHgQ2LbO+gXAng3qfB34elVtMjPrS3wnnJlZIQ5gM7NClunZ0DRsKINHNT+7WLPaZz9VpO6GU5uuyoJd1m267jrTlr3rrde8q8zMZM1qG71G03VLzWjWysx+rfwd9CfuAZuZFdIwgPOkOQ0/liV9pZommZkNDF0NQWwFtEtqAzoHsYAPAWdV1TAzs/6uqwDuuA3426SbJLYCdgbOB0YDQyttmZlZP1c3gCWtAuxDuiFiHeAS4J+AMcDPgfcB7+mlNpqZ9UuNesBvAq8BbwC+G83MrAJ1AzgiFkm6ndQD3gf4CrAx8G7gdNJtxqN7qY1mZv1SoyGIQcBqwDzSUyqG1yl2cXXNMjPr/xoNQawGfIw0DPFb4OU6Zf4oaUx+eoWZmb1Dda8DjogFEXEIcBywIekk3KbAiJrXfcDyvdROM7N+p8tbkSPideC/8hSSB0bEf/dOs8zM+r8uA1jSuqRnti0ize27dd4UwOyI+HvF7TMz67eWNhnPSaTw7bAc6RK15YAPABMqapeZWb+31NnQIuJMAEmrA0dExPfy+29V3DYzs36tq8vQViTfjixpb+BI4B5JwyPitYg4ufeaWV+0vT6gprVr5VhXLfRzamXKwlamaCzx76KVYx02p/npM9ubrtmagfS3V5VGs6GtA1xKekjmHqSJd44BHgIm9lLbzMz6tUaXoc2NiInAdqR5H8aQ7oKbhSfhMTPrEUu7DO15Se8lPbl4dWAz0o0ZZmbWokZjwKNJd8ItBrYG/jVvWonUI/YJODOzFjXqAb8MTCeN738UmEaahB3gY5KG5ps0zMysSY1mQ/srcBOApMcj4vaObZJGAHsDv+6VFpqZ9VPdeSjnjzsWJA2OiKkR8WtJZ1TYLjOzfq87AXxmzXLtCbgdergtZmYDSncC+M2aZY/7mpn1kEZXQWwKfI80H/BWkq4gnYTbtmZ57V5rpZlZP9ToJNyjkj5Bugriyog4AEDSdbXLvddMM7P+p6shiE2AXwDjJB0saTAwt2a76lczM7PuaBjAEXFPROxLuvttAum64C/XFLms4raZmfVrXZ6Ek7QyMAW4H9g1Ipb0gCPixw0rmpnZUjU6Cbcx8E2gDXgV2AnYSZJIU1Qq170gIq7vpbYOeKWmdhx00/Sm67YyZeGgZWxKyVZ4aseBqdFJuCdJc0Eg6bvAxsA3IuK+XmybmVm/trQhiLUj4kTSE5Af891vZmY9Z2k3Yvwif92ddE3wTpKGSvKcwGZmLWo0BrwcMKRmWcC/A1sB56fVWi0iPtRbDTUz628aTUe5HemJyJsCFwKjI2JvSe+LiMPyybjv91Yjzcz6o0aPJPpDREwCHo2IQ4Elp2glfQfYLiKO76U2mpn1S0sbA75f0hBgkaR1gReAayJiWvVNMzPr37oM4Ig4CTgK+BdgNCl8b++qjpmZdU+jk3BrAOeRbsQYC+xMugFjJ0kdJ96GAIc1ejSRpFHARcC6pCktJ0fEuZK2AX5Eer7cHOCQiFiYn0M3C3gs7+L3EXFsy0doZtZHNboR40Xg45JOJF1+dlpEvCDpEGBeRNzcjX23AydFxP35lubpkm4gXUXxbxFxm6RPAV/krTkmZkfEuBaPycxsmbC0MeB7gBnAf0i6gPQcuG49CSMi5kXE/Xn5FVLvdiTwHqBjGOMG0kM/zcwGnKWNAd8DPB0RR0XEERHxUkT8B4Cks7v7TfLwwrbAvcBM4J/zpoOAUTVFx0j6o6TbJH2gwb6OljRN0rQ3aOtuE8zM+pzuPJLoM5L2ljQxXwnRoVs9YUkrAZcDJ0TEQuBTwPGSpgMr89ZjjuYBG0bEtsCJwCWSVum8v4iYHBHjI2L8EIZ1pwlmZn1SoxsxAJC0Ounk25vAFsABkjYC7iaFZ5fyJWyXAxdHxBWQnrYBfDBv3wTYL69vI530IyKmS5pNmhTel7xly9rMYgBzT9656brrf+vuHmxJ93hWMutNja6CGEKajnJTgIi4CbhJ0iBga2B7YLWudpzvlpsCzIqI79asXzsi5udbnE8nXRGBpBHAixGxOE+HORZ4srXDMzPruxrdCfcGcEVE7EfK0s9IugW4ETgyf/3LUva9C3AoMEHSjPyaCBws6U/Ao6RHHP0kl98VeFDSA8BU4Nh8NYaZWb/UcAgiIu7Ki1cBVwDnRcTiju25B9tQRNxJ4+fGnVun/OWk4QozswGhOyfhJkTEfPIE7TVOr6A9ZmYDRqMx4LWAX5JupthS0u+AjSR9krd6tc9LejwiFvROU83M+pdGd8K9IGmfiHhd0s8j4mBJewAjI+JnAJJOIF3P+5N6+zAzs6519Vj61yXtALycV90NbCfpXZJ+Qpqc/dpeaKOZWb/U5XXAwJbA92DJdbpfAMhzONwBePjBzKxJSwvgACI/jHPL/B5gELAoIt6ssnFmZv1Zo5NwK5JuxFgHuAvYDdiXmsvKco/YzMya1KgHvCVwC2/d7SZSIC8HPAdcDDxddePMzPqzRldB3Asg6UjScMMkYDgpiLcGrpV0fETc0VsNNTPrb5Z2I8Z1pEl35gNrRcSciLiaNIfvyVU3zsysP2s0BrwFcACwKumRQo8AO0uqnZ7q0uqbZ2bWfzUaA55LusZ3JPBu0njw34C/A/eRhiIukHRfRPypNxpqy6YNp85rum57D7bDrC9qNAb8V+CvkuYDCyPiAUl/Jk2q/gCApM+SJlE3M7MmdHkdcEQ8Czybl18CvlqzzSfgzMxa0J3Z0MzMrAIOYDOzQhzAZmaFOIDNzApxAJuZFeIANjMrxAFsZlaIA9jMrBAHsJlZIQ5gM7NCHMBmZoU4gM3MClnaQznNWtI++6nSTTDrs9wDNjMrxAFsZlaIA9jMrBAHsJlZIQ5gM7NCHMBmZoU4gM3MCnEAm5kV4gA2MyvEAWxmVogD2MysEAewmVkhDmAzs0IcwGZmhVQWwJJGSbpF0ixJD0v6fF6/jaR7JD0k6RpJq9TUOVXSE5Iek7RPVW0zM+sLquwBtwMnRcRmwI7A8ZI2B84HTomIrYArgS8C5G2TgC2AfYEfShpUYfvMzIqqLIAjYl5E3J+XXwFmASOB9wC352I3AB/Ny/sDl0ZEW0Q8BTwBbF9V+8zMSuuVMWBJo4FtgXuBmcA/500HAaPy8kjgLzXVnsnrOu/raEnTJE17g7bK2mxmVrXKA1jSSsDlwAkRsRD4FGk4YjqwMvB6R9E61eNtKyImR8T4iBg/hGFVNdvMrHKVPhNO0hBS+F4cEVcARMSjwAfz9k2A/XLxZ3irNwywATC3yvaZmZVU5VUQAqYAsyLiuzXr185flwNOB36UN10NTJI0TNIYYCxwX1XtMzMrrcoe8C7AocBDkmbkdacBYyUdn99fAfwEICIelnQZ8AjpCorjI2Jxhe0zMytKEW8bZl1mrKI1YgftWboZZmZdujGmTo+I8Z3X+044M7NCHMBmZoU4gM3MCnEAm5kV4gA2MyvEAWxmVogD2MysEAewmVkhDmAzs0IcwGZmhTiAzcwKcQCbmRXiADYzK8QBbGZWiAPYzKwQB7CZWSEOYDOzQhzAZmaFOIDNzApxAJuZFeIANjMrxAFsZlaIA9jMrBAHsJlZIQ5gM7NCHMBmZoU4gM3MCnEAm5kV4gA2MyvEAWxmVogD2MysEAewmVkhDmAzs0IcwGZmhTiAzcwKcQCbmRXiADYzK8QBbGZWiAPYzKwQB7CZWSEOYDOzQioLYEmjJN0iaZakhyV9Pq8fJ+n3kmZImiZp+7x+tKRX8/oZkn5UVdvMzPqCwRXuux04KSLul7QyMF3SDcC3gTMj4jpJE/P73XOd2RExrsI2mZn1GZUFcETMA+bl5VckzQJGAgGskoutCsytqg1mZn1ZlT3gJSSNBrYF7gVOAK6X9J+kIZCda4qOkfRHYCFwekTc0RvtMzMrofKTcJJWAi4HToiIhcBxwBciYhTwBWBKLjoP2DAitgVOBC6RtEqd/R2dx46nvUFb1c03M6tMpQEsaQgpfC+OiCvy6sOBjuVfAtsDRERbRCzIy9OB2cAmnfcZEZMjYnxEjB/CsCqbb2ZWqSqvghCpdzsrIr5bs2kusFtengA8nsuPkDQoL28MjAWerKp9ZmalVTkGvAtwKPCQpBl53WnAUcC5kgYDrwFH5227AmdJagcWA8dGxIsVts/MrKgqr4K4E1CDzdvVKX85abjCzGxA8J1wZmaFOIDNzApxAJuZFeIANjMrxAFsZlaIA9jMrBAHsJlZIQ5gM7NCHMBmZoU4gM3MCnEAm5kV4gA2MyvEAWxmVogD2MyskF55JpxZbxv8rjFN1Wuf/VQPt8SsMfeAzcwKcQCbmRXiADYzK8QBbGZWiAPYzKwQB7CZWSEOYDOzQhzAZmaFOIDNzApxAJuZFeIANjMrxAFsZlaIA9jMrBAHsJlZIYqI0m1omqTngT+XbkcvWgt4oXQjCvGxDzz96bg3iogRnVcu0wE80EiaFhHjS7ejBB/7wDv2gXDcHoIwMyvEAWxmVogDeNkyuXQDCvKxDzz9/rg9BmxmVoh7wGZmhTiAzcwKcQD3AZL2lfSYpCckndJFufdJWizpwJp1n5c0U9LDkk7olQb3oKUdu6TdJb0saUZ+faW7dfu6Fo/9x5LmS5rZu63uGc0eu6RRkm6RNCv/m/9877e+B0WEXwVfwCBgNrAxMBR4ANi8Qbmbgd8AB+Z1WwIzgRWAwcCNwNjSx9STxw7sDlzb7M+tr75aOfa8bVfgvcDM0sfSy7/39YD35uWVgT8tS7/3zi/3gMvbHngiIp6MiNeBS4H965T7LHA5ML9m3WbA7yPi7xHRDtwGfKTqBveg7h57T9ftC1pqf0TcDrxYVeMq1vSxR8S8iLg/L78CzAJGVtbSijmAyxsJ/KXm/TN0+gclaSQpWH/Uqe5MYFdJa0paAZgIjKqwrT1tqcee7STpAUnXSdriHdbtq1o59mVdjxy7pNHAtsC9lbSyFwwu3QBDddZ1vjbwHODkiFgsvVU8ImZJ+hZwA7CI9F+59oraWYXuHPv9pPvoF0maCFwFjO1m3b6slWNf1rV87JJWIv2P8ISIWFhVQ6vmHnB5z/CPvdYNgLmdyowHLpU0BzgQ+KGkDwNExJSIeG9E7Er6L+njlbe45yz12CNiYUQsysu/AYZIWqs7dfu4Vo59WdfSsUsaQgrfiyPiit5pckVKD0IP9BfpfyFPAmN464TEFl2Uv4B8Ei6/Xzt/3RB4FFi99DH15LED6/LWDUPbA0+TelDv6OfW116tHHvN9tEsmyfhWvm9C7gIOKf0cfTEy0MQhUVEu6TPANeTzg7/OCIelnRs3t553LezyyWtCbwBHB8Rf622xT2nm8d+IHCcpHbgVWBSpL/KunWLHEgTWjx2JP2cdKXAWpKeAc6IiCkFDuUda+XYJb0fOBR4SNKMvMvTIvWSlzm+FdnMrBCPAZuZFeIANjMrxAFsZlaIA9jMrBAHsJlZIQ5gGxAkjZb0kqRba16b523rSHpI0u4N6p4n6XZJe+b3J0vaq/dab/2VrwO2gWRGROxeuyIH6UmkC/3fRtJqwOvAHsBkSbOAzSLiW9U21QYC94BtoJtPmonr+QbbXwNWAZYnBfGZwBm90zTr7xzANpCMqxl++DRARDwYaUrEuiLiNeAW4IfAH0iBfZSkk3qlxdaveQjCBpK3DUF0R0RcJOli4JekSfHvAd4labeIuK2H22gDiHvAZt1zDGkiJJEmkBGweskG2bLPPWAbSMZJurXm/RnABGA3YNO8/SXgsIhYclIuT3a0S0QcImld4Bd503690mrrtzwZj5lZIR6CMDMrxAFsZlaIA9jMrBAHsJlZIQ5gM7NCHMBmZoU4gM3MCvn/9X9F+2W+mv8AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 抗拉\n", + "fig, ax = plt.subplots(figsize=(5, 5), sharex=True, sharey=True,\n", + " tight_layout=True)\n", + "\n", + "ax.set_ylabel(\"抗拉特性均值\", fontproperties=myfont)\n", + "ax.set_title(\"化学成分E1与抗拉特性的关系\", fontproperties=myfont)\n", + "ax.set_xlabel(\"E1 %\", fontproperties=myfont)\n", + "hist_kangla_E1 = ax.hist2d(dist1_E1, dist2_kangla, bins=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "4e5a9533-cdd9-432b-98e0-7098dbe72dca", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 5), sharex=True, sharey=True,\n", + " tight_layout=True)\n", + "\n", + "ax.set_ylabel(\"抗拉特性均值\", fontproperties=myfont)\n", + "ax.set_title(\"化学成分E2与抗拉特性的关系\", fontproperties=myfont)\n", + "ax.set_xlabel(\"E2 %\", fontproperties=myfont)\n", + "hist_kangla_E2 = ax.hist2d(dist1_E2, dist2_kangla, bins=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "4e31f079-9af5-4e3e-ae3f-858821e44246", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 5), sharex=True, sharey=True,\n", + " tight_layout=True)\n", + "\n", + "ax.set_ylabel(\"抗拉特性均值\", fontproperties=myfont)\n", + "ax.set_title(\"化学成分E3与抗拉特性的关系\", fontproperties=myfont)\n", + "ax.set_xlabel(\"E3 %\", fontproperties=myfont)\n", + "hist_kangla_E3 = ax.hist2d(dist1_E3, dist2_kangla, bins=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "3b778d6b-b7bb-46fa-bf8b-bf7a1e23abfa", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 5), sharex=True, sharey=True,\n", + " tight_layout=True)\n", + "\n", + "ax.set_ylabel(\"抗拉特性均值\", fontproperties=myfont)\n", + "ax.set_title(\"化学成分E4与抗拉特性的关系\", fontproperties=myfont)\n", + "ax.set_xlabel(\"E4 %\", fontproperties=myfont)\n", + "hist_kangla_E4 = ax.hist2d(dist1_E4, dist2_kangla, bins=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "d67038ca-761f-4e94-88d5-b52eb842fd74", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10, 10), sharex=True, sharey=True,\n", + " tight_layout=True)\n", + "\n", + "ax.set_ylabel(\"抗拉特性均值\", fontproperties=myfont)\n", + "ax.set_title(\"化学成分E5与抗拉特性的关系\", fontproperties=myfont)\n", + "ax.set_xlabel(\"E5 %\", fontproperties=myfont)\n", + "hist_kangla_E5 = ax.hist2d(dist1_E5, dist2_kangla, bins=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "07811dd7-3a12-422d-9850-dec998367a14", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 5), sharex=True, sharey=True,\n", + " tight_layout=True)\n", + "\n", + "ax.set_ylabel(\"抗拉特性均值\", fontproperties=myfont)\n", + "ax.set_title(\"化学成分E6与抗拉特性的关系\", fontproperties=myfont)\n", + "ax.set_xlabel(\"E6 %\", fontproperties=myfont)\n", + "hist_kangla_E6 = ax.hist2d(dist1_E6, dist2_kangla, bins=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "2102c3dc-639e-4bb5-aed2-8c6509ef1410", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#延伸率\n", + "\n", + "fig, ax = plt.subplots(figsize=(5, 5), sharex=True, sharey=True,\n", + " tight_layout=True)\n", + "\n", + "ax.set_ylabel(\"延伸率特性均值\", fontproperties=myfont)\n", + "ax.set_title(\"化学成分E1与延伸率特性的关系\", fontproperties=myfont)\n", + "ax.set_xlabel(\"E1 %\", fontproperties=myfont)\n", + "hist_yanshen_E1 = ax.hist2d(dist1_E1, dist2_yanshen, bins=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "5971c4af-6435-4561-bc51-832351d1d4cb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 5), sharex=True, sharey=True,\n", + " tight_layout=True)\n", + "\n", + "ax.set_ylabel(\"延伸率特性均值\", fontproperties=myfont)\n", + "ax.set_title(\"化学成分E2与延伸率特性的关系\", fontproperties=myfont)\n", + "ax.set_xlabel(\"E2 %\", fontproperties=myfont)\n", + "hist_yanshen_E2 = ax.hist2d(dist1_E2, dist2_yanshen, bins=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "dc1433b9-c6ac-4459-b4d7-0ba806912672", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 5), sharex=True, sharey=True,\n", + " tight_layout=True)\n", + "\n", + "ax.set_ylabel(\"延伸率特性均值\", fontproperties=myfont)\n", + "ax.set_title(\"化学成分E3与延伸率特性的关系\", fontproperties=myfont)\n", + "ax.set_xlabel(\"E3 %\", fontproperties=myfont)\n", + "hist_yanshen_E3 = ax.hist2d(dist1_E3, dist2_yanshen, bins=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "62e1d35f-d0c3-4ca1-9e39-249430aff9b8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 5), sharex=True, sharey=True,\n", + " tight_layout=True)\n", + "\n", + "ax.set_ylabel(\"延伸率特性均值\", fontproperties=myfont)\n", + "ax.set_title(\"化学成分E4与延伸率特性的关系\", fontproperties=myfont)\n", + "ax.set_xlabel(\"E4 %\", fontproperties=myfont)\n", + "hist_yanshen_E4 = ax.hist2d(dist1_E4, dist2_yanshen, bins=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "68a6968a-9437-40fc-af32-b58ace754fd9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10, 10), sharex=True, sharey=True,\n", + " tight_layout=True)\n", + "\n", + "ax.set_ylabel(\"延伸率特性均值\", fontproperties=myfont)\n", + "ax.set_title(\"化学成分E5与延伸率特性的关系\", fontproperties=myfont)\n", + "ax.set_xlabel(\"E5 %\", fontproperties=myfont)\n", + "hist_yanshen_E5 = ax.hist2d(dist1_E5, dist2_yanshen, bins=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "6726dcf3-7c28-44ae-92d5-1b93d93c1a8a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 5), sharex=True, sharey=True,\n", + " tight_layout=True)\n", + "\n", + "ax.set_ylabel(\"延伸率特性均值\", fontproperties=myfont)\n", + "ax.set_title(\"化学成分E6与延伸率特性的关系\", fontproperties=myfont)\n", + "ax.set_xlabel(\"E6 %\", fontproperties=myfont)\n", + "hist_yanshen_E6 = ax.hist2d(dist1_E6, dist2_yanshen, bins=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "834620dd-0042-4011-b951-5bfa2e611c6f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "dataset = pd.DataFrame(data={'E1': dist1_E1, 'E2': dist1_E2, 'E3': dist1_E3, 'E4': dist1_E4, 'E5': dist1_E5, 'E6': dist1_E6, 'qufu': dist2_qufu})\n", + "sns.set(rc = {'figure.figsize':(10,10)})\n", + "sns.lmplot(x=\"E1\", y=\"qufu\", data=dataset, x_estimator=np.mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "fb405f9f-6358-4668-933e-434f1c767dac", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot(x=\"E2\", y=\"qufu\", data=dataset, x_estimator=np.mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "f3ecc8e0-2494-4c33-b652-be0f9c052def", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot(x=\"E3\", y=\"qufu\", data=dataset, x_estimator=np.mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "c3db89a0-d872-41cd-bb0d-1ea0ae79da65", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot(x=\"E6\", y=\"qufu\", data=dataset, x_estimator=np.mean)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "b1e9eb2f-bf58-4f0b-9914-3550634eafe4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(x=\"E1\", y=\"qufu\", data=dataset, kind=\"reg\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7de49bc5-f1f7-4520-8e7e-2f8f05c868e1", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "f32992ce-bdae-44c9-b672-03869cb81256", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: y R-squared: 0.049\n", + "Model: OLS Adj. R-squared: 0.027\n", + "Method: Least Squares F-statistic: 2.247\n", + "Date: Sun, 03 Jul 2022 Prob (F-statistic): 0.0393\n", + "Time: 14:20:56 Log-Likelihood: -742.34\n", + "No. Observations: 270 AIC: 1499.\n", + "Df Residuals: 263 BIC: 1524.\n", + "Df Model: 6 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "const 203.3528 34.505 5.893 0.000 135.412 271.293\n", + "x1 -39.8312 36.665 -1.086 0.278 -112.025 32.363\n", + "x2 44.6137 25.255 1.767 0.078 -5.114 94.342\n", + "x3 1.2704 36.149 0.035 0.972 -69.907 72.448\n", + "x4 244.7439 83.223 2.941 0.004 80.876 408.612\n", + "x5 57.4122 74.462 0.771 0.441 -89.206 204.030\n", + "x6 27.2312 134.699 0.202 0.840 -237.995 292.457\n", + "==============================================================================\n", + "Omnibus: 94.154 Durbin-Watson: 1.109\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 435.794\n", + "Skew: -1.358 Prob(JB): 2.34e-95\n", + "Kurtosis: 8.600 Cond. No. 916.\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" + ] + } + ], + "source": [ + "import statsmodels.api as sm\n", + "x = sm.add_constant(np.array([dist1_E1, dist1_E2, dist1_E3, dist1_E4, dist1_E5, dist1_E6]).transpose())\n", + "# 材料与屈服特性均值回归方程\n", + "y = np.array(dist2_qufu)\n", + "model = sm.OLS(y, x)\n", + "results = model.fit()\n", + "print(results.summary())" + ] + }, + { + "cell_type": "markdown", + "id": "641d2eb4-a8c6-4aa7-beb6-bdbb55950d53", + "metadata": {}, + "source": [ + "$ y=203.3528-39.8312x_1+44.6137x_2+1.2704x_3+244.7439x_4+57.4122x_5+27.2312x_6 $" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "29a5fef7-b276-4729-a0bf-a34cd8db498d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: y R-squared: 0.052\n", + "Model: OLS Adj. R-squared: 0.031\n", + "Method: Least Squares F-statistic: 2.425\n", + "Date: Sat, 02 Jul 2022 Prob (F-statistic): 0.0268\n", + "Time: 22:12:18 Log-Likelihood: -699.25\n", + "No. Observations: 270 AIC: 1412.\n", + "Df Residuals: 263 BIC: 1438.\n", + "Df Model: 6 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "const 234.8010 29.415 7.982 0.000 176.883 292.719\n", + "x1 -25.4511 31.256 -0.814 0.416 -86.996 36.093\n", + "x2 33.0086 21.530 1.533 0.126 -9.384 75.401\n", + "x3 -3.9719 30.816 -0.129 0.898 -64.650 56.706\n", + "x4 216.7327 70.946 3.055 0.002 77.038 356.428\n", + "x5 63.1518 63.478 0.995 0.321 -61.838 188.142\n", + "x6 23.3812 114.829 0.204 0.839 -202.720 249.482\n", + "==============================================================================\n", + "Omnibus: 91.168 Durbin-Watson: 1.176\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 461.240\n", + "Skew: -1.275 Prob(JB): 6.97e-101\n", + "Kurtosis: 8.873 Cond. No. 916.\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" + ] + } + ], + "source": [ + "# 材料与抗拉特性均值回归方程\n", + "y = np.array(dist2_kangla)\n", + "model = sm.OLS(y, x)\n", + "results = model.fit()\n", + "print(results.summary())" + ] + }, + { + "cell_type": "markdown", + "id": "f2602996-231a-4ea9-9e31-a07dff3e54be", + "metadata": {}, + "source": [ + "$ y=234.8010-25.4511x_1+33.0086x_2-3.9719x_3+216.7327x_4+63.1518x_5+23.3812x_6 $" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "578fe83b-c237-42bf-a814-314050684307", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: y R-squared: 0.039\n", + "Model: OLS Adj. R-squared: 0.017\n", + "Method: Least Squares F-statistic: 1.793\n", + "Date: Sat, 02 Jul 2022 Prob (F-statistic): 0.101\n", + "Time: 22:12:18 Log-Likelihood: -124.81\n", + "No. Observations: 270 AIC: 263.6\n", + "Df Residuals: 263 BIC: 288.8\n", + "Df Model: 6 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "const 9.9892 3.504 2.851 0.005 3.090 16.889\n", + "x1 -7.6164 3.724 -2.045 0.042 -14.948 -0.285\n", + "x2 3.8024 2.565 1.483 0.139 -1.248 8.853\n", + "x3 5.2722 3.671 1.436 0.152 -1.956 12.501\n", + "x4 -3.0590 8.452 -0.362 0.718 -19.701 13.583\n", + "x5 1.5053 7.562 0.199 0.842 -13.385 16.395\n", + "x6 15.4639 13.679 1.130 0.259 -11.471 42.399\n", + "==============================================================================\n", + "Omnibus: 4.194 Durbin-Watson: 0.778\n", + "Prob(Omnibus): 0.123 Jarque-Bera (JB): 4.281\n", + "Skew: -0.291 Prob(JB): 0.118\n", + "Kurtosis: 2.798 Cond. No. 916.\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" + ] + } + ], + "source": [ + "# 材料与延伸率特性均值回归方程\n", + "y = np.array(dist2_yanshen)\n", + "model = sm.OLS(y, x)\n", + "results = model.fit()\n", + "print(results.summary())" + ] + }, + { + "cell_type": "markdown", + "id": "9b5dcb07-a23c-468f-9dde-c418288fba7a", + "metadata": {}, + "source": [ + "$ y=9.9892-7.6164_1+3.8024_2+5.2722_3-3.0590_4+1.5053_5+15.4639x_6 $" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "d61eea60-436a-4981-960a-a9bc617be061", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: y R-squared: 0.022\n", + "Model: OLS Adj. R-squared: 0.000\n", + "Method: Least Squares F-statistic: 1.005\n", + "Date: Sat, 02 Jul 2022 Prob (F-statistic): 0.423\n", + "Time: 22:12:18 Log-Likelihood: -398.92\n", + "No. Observations: 270 AIC: 811.8\n", + "Df Residuals: 263 BIC: 837.0\n", + "Df Model: 6 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "const 2.8216 9.671 0.292 0.771 -16.222 21.865\n", + "x1 -3.6748 10.277 -0.358 0.721 -23.910 16.561\n", + "x2 9.2533 7.079 1.307 0.192 -4.685 23.192\n", + "x3 -6.5848 10.132 -0.650 0.516 -26.535 13.366\n", + "x4 -21.5972 23.327 -0.926 0.355 -67.528 24.334\n", + "x5 -11.2795 20.871 -0.540 0.589 -52.375 29.816\n", + "x6 2.4244 37.755 0.064 0.949 -71.916 76.765\n", + "==============================================================================\n", + "Omnibus: 238.636 Durbin-Watson: 1.608\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 6096.254\n", + "Skew: 3.424 Prob(JB): 0.00\n", + "Kurtosis: 25.249 Cond. No. 916.\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" + ] + } + ], + "source": [ + "# 材料与屈服特性标准差回归方程\n", + "y = np.array(dist3_qufu)\n", + "model = sm.OLS(y, x)\n", + "results = model.fit()\n", + "print(results.summary())" + ] + }, + { + "cell_type": "markdown", + "id": "e666f427-6527-4815-9781-1334569175b4", + "metadata": {}, + "source": [ + "$ y=2.8216-3.6748x_1+9.2533x_2-6.5848x_3-21.5972x_4-11.2795x_5+2.4244x_6 $" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "13245969-b438-4985-9550-d5ba778472eb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: y R-squared: 0.019\n", + "Model: OLS Adj. R-squared: -0.003\n", + "Method: Least Squares F-statistic: 0.8562\n", + "Date: Sat, 02 Jul 2022 Prob (F-statistic): 0.528\n", + "Time: 22:12:18 Log-Likelihood: -343.91\n", + "No. Observations: 270 AIC: 701.8\n", + "Df Residuals: 263 BIC: 727.0\n", + "Df Model: 6 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "const -0.7273 7.889 -0.092 0.927 -16.260 14.806\n", + "x1 -0.3171 8.382 -0.038 0.970 -16.822 16.188\n", + "x2 8.1385 5.774 1.410 0.160 -3.230 19.508\n", + "x3 -4.1692 8.264 -0.504 0.614 -20.442 12.104\n", + "x4 -18.5395 19.027 -0.974 0.331 -56.004 18.925\n", + "x5 -5.8194 17.024 -0.342 0.733 -39.340 27.701\n", + "x6 16.7100 30.795 0.543 0.588 -43.927 77.347\n", + "==============================================================================\n", + "Omnibus: 201.569 Durbin-Watson: 1.642\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 3303.665\n", + "Skew: 2.815 Prob(JB): 0.00\n", + "Kurtosis: 19.185 Cond. No. 916.\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" + ] + } + ], + "source": [ + "# 材料与抗拉特性标准差回归方程\n", + "y = np.array(dist3_kangla)\n", + "model = sm.OLS(y, x)\n", + "results = model.fit()\n", + "print(results.summary())" + ] + }, + { + "cell_type": "markdown", + "id": "9cd26db5-ef12-4d4f-8e82-460ea18b0f0b", + "metadata": {}, + "source": [ + "$ y=-0.7273-0.3171x_1+8.1385x_2-4.1692x_3-18.5395x_4-5.8194x_5+16.7100x_6 $" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "a3e50d1c-26f1-40e5-858a-145d91899fcb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: y R-squared: 0.018\n", + "Model: OLS Adj. R-squared: -0.005\n", + "Method: Least Squares F-statistic: 0.7814\n", + "Date: Sat, 02 Jul 2022 Prob (F-statistic): 0.585\n", + "Time: 22:12:18 Log-Likelihood: 151.91\n", + "No. Observations: 270 AIC: -289.8\n", + "Df Residuals: 263 BIC: -264.6\n", + "Df Model: 6 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "const 1.5023 1.257 1.195 0.233 -0.974 3.978\n", + "x1 0.1300 1.336 0.097 0.923 -2.501 2.761\n", + "x2 -0.3995 0.920 -0.434 0.665 -2.212 1.413\n", + "x3 0.3247 1.317 0.246 0.806 -2.269 2.919\n", + "x4 -0.3529 3.033 -0.116 0.907 -6.325 5.619\n", + "x5 -5.6869 2.714 -2.096 0.037 -11.030 -0.344\n", + "x6 1.8671 4.909 0.380 0.704 -7.798 11.532\n", + "==============================================================================\n", + "Omnibus: 223.455 Durbin-Watson: 1.792\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 6610.393\n", + "Skew: 3.018 Prob(JB): 0.00\n", + "Kurtosis: 26.477 Cond. No. 916.\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" + ] + } + ], + "source": [ + "# 材料与延伸特性标准差回归方程\n", + "y = np.array(dist3_yanshen)\n", + "model = sm.OLS(y, x)\n", + "results = model.fit()\n", + "print(results.summary())" + ] + }, + { + "cell_type": "markdown", + "id": "790ec5d6-19c0-4e36-ae0a-b5791e9dc198", + "metadata": {}, + "source": [ + "$ y=1.5023+0.1300x_1-0.3995x_2+0.3247x_3-0.3529x_4-5.6869x_5+1.8671x_6 $" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "88dc8bf3-4b14-4adb-b91c-2b422957b0a5", + "metadata": {}, + "outputs": [], + "source": [ + "def cal_qufu_mean(x1, x2, x3, x4, x5, x6):\n", + " count = 203.3528 - 39.8312*x1 + 44.6137*x2 + 1.2704*x3 + 244.7439*x4 + 57.4122*x5 + 27.2312*x6\n", + " return count\n", + "\n", + "def cal_kangla_mean(x1, x2, x3, x4, x5, x6):\n", + " count = 234.8010 - 25.4511*x1 + 33.0086*x2 - 3.9719*x3 + 216.7327*x4 + 63.1518*x5 + 23.3812*x6\n", + " return count\n", + "\n", + "def cal_yanshen_mean(x1, x2, x3, x4, x5, x6):\n", + " count = 9.9892 - 7.6164*x1 + 3.8024*x2 + 5.2722*x3 - 3.0590*x4 + 1.5053*x5 + 15.4639*x6\n", + " return count\n", + "\n", + "def cal_qufu_std(x1, x2, x3, x4, x5, x6):\n", + " count = 2.8216 - 3.6748*x1 + 9.2533*x2 - 6.5848*x3 - 21.5972*x4 - 11.2795*x5 + 2.4244*x6\n", + " return count\n", + "\n", + "def cal_kangla_std(x1, x2, x3, x4, x5, x6):\n", + " count = -0.7273 + 0.3171*x1 + 8.1385*x2 - 4.1692*x3 - 18.5395*x4 - 5.8194*x5 + 16.7100*x6 \n", + " return count\n", + "\n", + "def cal_yanshen_std(x1, x2, x3, x4, x5, x6):\n", + " count = 1.5023 + 0.1300*x1 - 0.3995*x2 + 0.3247*x3 - 0.3529*x4 - 5.6869*x5 + 1.8671*x6\n", + " return count\n", + "\n", + "def calcutate_all(ronglianhao):\n", + " x1 = pd_chem_E1[ronglianhao]\n", + " x2 = pd_chem_E2[ronglianhao]\n", + " x3 = pd_chem_E3[ronglianhao]\n", + " x4 = pd_chem_E4[ronglianhao]\n", + " x5 = pd_chem_E5[ronglianhao]\n", + " x6 = pd_chem_E6[ronglianhao]\n", + " print(\"屈服均值: \" + str(cal_qufu_mean(x1, x2, x3, x4, x5, x6)) + \"\\n\"\n", + " \"抗拉均值: \" + str(cal_kangla_mean(x1, x2, x3, x4, x5, x6)) + \"\\n\"\n", + " \"延伸率均值: \" + str(cal_yanshen_mean(x1, x2, x3, x4, x5, x6)) + \"\\n\"\n", + " \"屈服标准差: \" + str(cal_qufu_std(x1, x2, x3, x4, x5, x6)) + \"\\n\"\n", + " \"抗拉标准差: \" + str(cal_kangla_std(x1, x2, x3, x4, x5, x6)) + \"\\n\"\n", + " \"延伸率标准差: \" + str(cal_yanshen_std(x1, x2, x3, x4, x5, x6)) + \"\\n\"\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "5df3cbda-6b30-4ed4-a519-c8b556b1eb25", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "屈服均值: 281.0436817499999\n", + "抗拉均值: 302.12715380000003\n", + "延伸率均值: 11.72966825\n", + "屈服标准差: 4.044883449999997\n", + "抗拉标准差: 3.9242447999999994\n", + "延伸率标准差: 0.6836438499999999\n", + "\n" + ] + } + ], + "source": [ + "#熔炼号90624\n", + "calcutate_all(90624)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "6ec41f97-73a1-4118-946d-cdf53d3c4685", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "屈服均值: 280.14576220000004\n", + "抗拉均值: 301.2504561\n", + "延伸率均值: 11.75250665\n", + "屈服标准差: 4.09420725\n", + "抗拉标准差: 3.896615800000003\n", + "延伸率标准差: 0.7077119000000001\n", + "\n" + ] + } + ], + "source": [ + "#熔炼号90626\n", + "calcutate_all(90626)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "155043c8-3ee4-4017-acb8-303e9e7770fe", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "屈服均值: 281.1477789\n", + "抗拉均值: 302.06638649999996\n", + "延伸率均值: 11.8371067\n", + "屈服标准差: 4.187677149999999\n", + "抗拉标准差: 3.9974252999999997\n", + "延伸率标准差: 0.6685442000000003\n", + "\n" + ] + } + ], + "source": [ + "#熔炼号90627\n", + "calcutate_all(90627)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "20841591-f0bf-4db3-9dcd-02d00f66f0da", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "屈服均值: 281.59236580000004\n", + "抗拉均值: 302.4213721\n", + "延伸率均值: 11.84703395\n", + "屈服标准差: 4.235370449999999\n", + "抗拉标准差: 4.034019550000003\n", + "延伸率标准差: 0.66078115\n", + "\n" + ] + } + ], + "source": [ + "#熔炼号90628\n", + "calcutate_all(90628)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "d1897150-2363-46e3-b90c-2eb483bf9a22", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "屈服均值: 280.6431412\n", + "抗拉均值: 301.66065395000004\n", + "延伸率均值: 11.799698150000001\n", + "屈服标准差: 4.13804585\n", + "抗拉标准差: 3.9504264000000022\n", + "延伸率标准差: 0.6839600000000002\n", + "\n" + ] + } + ], + "source": [ + "#熔炼号90629\n", + "calcutate_all(90629)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "a1595b7f-0a43-4714-8f33-6eba43c635ea", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "屈服均值: 282.0879321\n", + "抗拉均值: 302.9229411999999\n", + "延伸率均值: 11.77570985\n", + "屈服标准差: 4.159440649999999\n", + "抗拉标准差: 4.0227504\n", + "延伸率标准差: 0.6695417499999997\n", + "\n" + ] + } + ], + "source": [ + "#熔炼号90630\n", + "calcutate_all(90630)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "1e16769b-eab3-4355-a438-343797e7c9b0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "屈服均值: 281.16844065\n", + "抗拉均值: 302.0872306499999\n", + "延伸率均值: 11.8406746\n", + "屈服标准差: 4.1261977000000005\n", + "抗拉标准差: 3.898947100000001\n", + "延伸率标准差: 0.6666137999999998\n", + "\n" + ] + } + ], + "source": [ + "#熔炼号90631\n", + "calcutate_all(90631)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "e2b7c7d0-77fd-486a-87ef-d6677962a3d1", + "metadata": {}, + "outputs": [], + "source": [ + "# for i in range(len(dist2_qufu)):\n", + "# print(dist2_qufu[i])\n", + "\n", + "# for key in pd_chem_E1:\n", + "# if key in phy_dict:\n", + "# E1_list.append(pd_chem_E1[key])\n", + "# E2_list.append(pd_chem_E2[key])\n", + "# E3_list.append(pd_chem_E3[key])\n", + "# E4_list.append(pd_chem_E4[key])\n", + "# E5_list.append(pd_chem_E5[key])\n", + "# E6_list.append(pd_chem_E6[key])\n", + " \n", + "# phy_dict_qufu_mean_list.append(phy_dict_qufu_mean[key])\n", + "# phy_dict_qufu_std_list.append(phy_dict_qufu_std[key])\n", + "# phy_dict_kangla_mean_list.append(phy_dict_kangla_mean[key])\n", + "# phy_dict_kangla_std_list.append(phy_dict_kangla_std[key])\n", + "# phy_dict_yanshen_mean_list.append(phy_dict_yanshen_mean[key])\n", + "# phy_dict_yanshen_std_list.append(phy_dict_yanshen_std[key])\n", + " \n", + "# np_E1 = np.array(E1_list)\n", + "# np_E2 = np.array(E2_list)\n", + "# np_E3 = np.array(E3_list)\n", + "# np_E4 = np.array(E4_list)\n", + "# np_E5 = np.array(E5_list)\n", + "# np_E6 = np.array(E6_list)\n", + "new_ronglian = []\n", + "for key in pd_chem_E1:\n", + " if key in phy_dict:\n", + " new_ronglian.append(key)\n", + " \n", + "# data = pd.DataFrame({'熔炼号': new_ronglian, '屈服均值': phy_dict_qufu_mean_list, '抗拉均值': phy_dict_kangla_mean_list, '延伸率均值': phy_dict_yanshen_mean_list,\n", + "# '屈服标准差': phy_dict_qufu_std_list, '抗拉标准差': phy_dict_kangla_std_list, '延伸率标准差': phy_dict_yanshen_std_list, 'E1': np_E1, 'E2': np_E2,\n", + "# 'E3': np_E3, 'E4': np_E4, 'E5': np_E5, 'E6': np_E6})\n", + "\n", + "# data.to_excel(\"/home/bobmaster/Downloads/数学建模/data.xlsx\", sheet_name=\"Sheet1\")" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "f8eb2d39-a260-4cef-aa76-2cef3531a9e2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([282.11678074])" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.model_selection import train_test_split\n", + " \n", + "x = np.array([dist1_E1, dist1_E2, dist1_E3, dist1_E4, dist1_E5, dist1_E6]).transpose()\n", + "y = np.array(dist2_qufu)\n", + "X_train, X_test, y_train, y_test = train_test_split(x, y, test_size=0.25, random_state=42)\n", + "model = LinearRegression().fit(X_train, y_train)\n", + "ronglianhao = 90623\n", + "y_pred = model.predict(np.array([pd_chem_E1[ronglianhao], pd_chem_E2[ronglianhao], pd_chem_E3[ronglianhao], pd_chem_E4[ronglianhao], pd_chem_E5[ronglianhao], pd_chem_E6[ronglianhao]]).reshape(-1,6))\n", + "y_pred" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b22a9f0a-baf7-46ba-b94d-78b4d745c10b", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "564a718d-a349-4118-9e6c-2e4e12ca7222", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ -21.09158051, 24.71549855, -5.01065116, 226.01198632,\n", + " 25.40913652, -139.41772546])" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.coef_" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "c655d353-db21-4c65-b157-c278042b2b33", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "232.98837814693027" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.intercept_" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "f020a5e9-64dd-469d-9fa5-0b5c9e1eaee2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ -21.09158051, 24.71549855, -5.01065116, 226.01198632,\n", + " 25.40913652, -139.41772546])" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 材料与屈服特性均值多元线性回归方程\n", + "x = np.array([dist1_E1, dist1_E2, dist1_E3, dist1_E4, dist1_E5, dist1_E6]).transpose()\n", + "y = np.array(dist2_qufu)\n", + "X_train, X_test, y_train, y_test = train_test_split(x, y, test_size=0.25, random_state=42)\n", + "model = LinearRegression().fit(X_train, y_train)\n", + "model.coef_" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "20ac260e-4ff0-42aa-a00e-f9c8052a8f54", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "232.98837814693027" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.intercept_" + ] + }, + { + "cell_type": "markdown", + "id": "275e20a7-9a6a-4259-b301-1c19f653caee", + "metadata": {}, + "source": [ + "### 精确方程\n", + "$ y=232.98837814693027-21.09158051X_1+24.71549855X_2-5.01065116X_3+226.01198632X_4+25.40913652X_5-139.41772546X_6 $\n", + "### 精简方程\n", + "$ y=232.9884-21.0916X_1+24.7155X_2-5.0107X_3+226.0120X_4+25.4091X_5-139.4177X_6 $" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "fb34982e-7134-46e9-81b5-dab7b1cd1ad5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ -8.33255893, 10.87035246, -4.29381787, 197.08886361,\n", + " 30.81475037, -133.2003945 ])" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 材料与抗拉特性均值多元线性回归方程\n", + "x = np.array([dist1_E1, dist1_E2, dist1_E3, dist1_E4, dist1_E5, dist1_E6]).transpose()\n", + "y = np.array(dist2_kangla)\n", + "X_train, X_test, y_train, y_test = train_test_split(x, y, test_size=0.25, random_state=42)\n", + "model = LinearRegression().fit(X_train, y_train)\n", + "model.coef_" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "6a6bade7-6d61-4361-bb9b-638a75b046ac", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "265.8372810566513" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.intercept_" + ] + }, + { + "cell_type": "markdown", + "id": "3ad229fd-3c3e-4899-8f88-2777db66f815", + "metadata": {}, + "source": [ + "### 精确方程\n", + "$ y=265.8372810566513-8.33255893X_1+10.87035246X_2-4.29381787X_3+197.08886361X_4+30.81475037X_5-133.2003945X_6 $\n", + "### 精简方程\n", + "$ y=265.8373-8.3326X_1+10.8704X_2-4.2938X_3+197.0889X_4+30.8148X_5-133.2004X_6 $" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "9fca5f0b-cbd1-41c1-ae2d-d65a435f4ce5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([-5.07378937, 5.7620131 , 1.5875269 , -8.09637312, 9.06779244,\n", + " 22.52728787])" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 材料与延伸特性均值多元线性回归方程\n", + "x = np.array([dist1_E1, dist1_E2, dist1_E3, dist1_E4, dist1_E5, dist1_E6]).transpose()\n", + "y = np.array(dist2_yanshen)\n", + "X_train, X_test, y_train, y_test = train_test_split(x, y, test_size=0.25, random_state=42)\n", + "model = LinearRegression().fit(X_train, y_train)\n", + "model.coef_" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "d87bb9b2-32d6-484a-96ed-f13734f5359d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "7.172527937298794" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.intercept_" + ] + }, + { + "cell_type": "markdown", + "id": "f877479c-85c4-40a3-9f78-774e30918740", + "metadata": {}, + "source": [ + "### 精确方程\n", + "$ y=7.172527937298794-5.07378937X_1+5.7620131X_2+1.5875269X_3-8.09637312X_4+9.06779244X_5+22.52728787X_6 $\n", + "### 精简方程\n", + "$ y=7.1725-5.0738X_1+5.7620X_2+1.5875X_3-8.0964X_4+9.0678X_5+22.5273X_6 $" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "80f5c013-be82-4e29-b989-1513daec5456", + "metadata": {}, + "outputs": [], + "source": [ + "x = np.array([dist1_E1, dist1_E2, dist1_E3, dist1_E4, dist1_E5, dist1_E6]).transpose()\n", + "\n", + "def cal_qufu_mean(ronglianhao):\n", + " y = np.array(dist2_qufu)\n", + " X_train, X_test, y_train, y_test = train_test_split(x, y, test_size=0.25, random_state=42)\n", + " model = LinearRegression().fit(X_train, y_train)\n", + "\n", + " count = model.predict(np.array([pd_chem_E1[ronglianhao], pd_chem_E2[ronglianhao], \n", + " pd_chem_E3[ronglianhao], pd_chem_E4[ronglianhao], pd_chem_E5[ronglianhao], \n", + " pd_chem_E6[ronglianhao]]).reshape(-1,6))\n", + " return count\n", + "\n", + "def cal_kangla_mean(ronglianhao):\n", + " y = np.array(dist2_kangla)\n", + " X_train, X_test, y_train, y_test = train_test_split(x, y, test_size=0.25, random_state=42)\n", + " model = LinearRegression().fit(X_train, y_train)\n", + "\n", + " count = model.predict(np.array([pd_chem_E1[ronglianhao], pd_chem_E2[ronglianhao], \n", + " pd_chem_E3[ronglianhao], pd_chem_E4[ronglianhao], pd_chem_E5[ronglianhao], \n", + " pd_chem_E6[ronglianhao]]).reshape(-1,6))\n", + " return count\n", + "\n", + "def cal_yanshen_mean(ronglianhao):\n", + " y = np.array(dist2_yanshen)\n", + " X_train, X_test, y_train, y_test = train_test_split(x, y, test_size=0.25, random_state=42)\n", + " model = LinearRegression().fit(X_train, y_train)\n", + "\n", + " count = model.predict(np.array([pd_chem_E1[ronglianhao], pd_chem_E2[ronglianhao], \n", + " pd_chem_E3[ronglianhao], pd_chem_E4[ronglianhao], pd_chem_E5[ronglianhao], \n", + " pd_chem_E6[ronglianhao]]).reshape(-1,6))\n", + " return count\n", + "\n", + "def cal_qufu_std(ronglianhao):\n", + " y = np.array(dist3_qufu)\n", + " X_train, X_test, y_train, y_test = train_test_split(x, y, test_size=0.25, random_state=42)\n", + " model = LinearRegression().fit(X_train, y_train)\n", + "\n", + " count = model.predict(np.array([pd_chem_E1[ronglianhao], pd_chem_E2[ronglianhao], \n", + " pd_chem_E3[ronglianhao], pd_chem_E4[ronglianhao], pd_chem_E5[ronglianhao], \n", + " pd_chem_E6[ronglianhao]]).reshape(-1,6))\n", + " return count\n", + "\n", + "def cal_kangla_std(ronglianhao):\n", + " y = np.array(dist3_kangla)\n", + " X_train, X_test, y_train, y_test = train_test_split(x, y, test_size=0.25, random_state=42)\n", + " model = LinearRegression().fit(X_train, y_train)\n", + "\n", + " count = model.predict(np.array([pd_chem_E1[ronglianhao], pd_chem_E2[ronglianhao], \n", + " pd_chem_E3[ronglianhao], pd_chem_E4[ronglianhao], pd_chem_E5[ronglianhao], \n", + " pd_chem_E6[ronglianhao]]).reshape(-1,6))\n", + " return count\n", + "\n", + "def cal_yanshen_std(ronglianhao):\n", + " y = np.array(dist3_yanshen)\n", + " X_train, X_test, y_train, y_test = train_test_split(x, y, test_size=0.25, random_state=42)\n", + " model = LinearRegression().fit(X_train, y_train)\n", + "\n", + " count = model.predict(np.array([pd_chem_E1[ronglianhao], pd_chem_E2[ronglianhao], \n", + " pd_chem_E3[ronglianhao], pd_chem_E4[ronglianhao], pd_chem_E5[ronglianhao], \n", + " pd_chem_E6[ronglianhao]]).reshape(-1,6))\n", + " return count\n", + "\n", + "def calcutate_all(ronglianhao):\n", + " print(\"屈服均值: \" + str(cal_qufu_mean(ronglianhao)) + \"\\n\"\n", + " \"抗拉均值: \" + str(cal_kangla_mean(ronglianhao)) + \"\\n\"\n", + " \"延伸率均值: \" + str(cal_yanshen_mean(ronglianhao)) + \"\\n\"\n", + " \"屈服标准差: \" + str(cal_qufu_std(ronglianhao)) + \"\\n\"\n", + " \"抗拉标准差: \" + str(cal_kangla_std(ronglianhao)) + \"\\n\"\n", + " \"延伸率标准差: \" + str(cal_yanshen_std(ronglianhao)) + \"\\n\"\n", + " )\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "5c631900-6f2b-4513-b5c5-11845935bf44", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "屈服均值: [281.04919773]\n", + "抗拉均值: [302.13923671]\n", + "延伸率均值: [11.75333675]\n", + "屈服标准差: [4.06391763]\n", + "抗拉标准差: [3.6079243]\n", + "延伸率标准差: [0.68167218]\n", + "\n" + ] + } + ], + "source": [ + "# 熔炼号 90624\n", + "calcutate_all(90624)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "c1c2cc26-d446-44a1-abd0-02848216956b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "屈服均值: [280.5012662]\n", + "抗拉均值: [301.6395381]\n", + "延伸率均值: [11.70884635]\n", + "屈服标准差: [4.0805444]\n", + "抗拉标准差: [3.56479364]\n", + "延伸率标准差: [0.7105368]\n", + "\n" + ] + } + ], + "source": [ + "# 熔炼号 90626\n", + "calcutate_all(90626)" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "aa442604-32e3-42d4-bfef-8f4fc16f467e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "屈服均值: [281.1057409]\n", + "抗拉均值: [302.02799232]\n", + "延伸率均值: [11.85466945]\n", + "屈服标准差: [4.19329091]\n", + "抗拉标准差: [3.67943761]\n", + "延伸率标准差: [0.65688161]\n", + "\n" + ] + } + ], + "source": [ + "# 熔炼号 90627\n", + "calcutate_all(90627)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "da4c44ad-7868-4079-a4a2-613eb065a70c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "屈服均值: [281.5443029]\n", + "抗拉均值: [302.35074987]\n", + "延伸率均值: [11.87558182]\n", + "屈服标准差: [4.27624867]\n", + "抗拉标准差: [3.74579568]\n", + "延伸率标准差: [0.64559413]\n", + "\n" + ] + } + ], + "source": [ + "# 熔炼号 90628\n", + "calcutate_all(90628)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "f85c3c35-b1d2-453a-a727-eb4fc5b6b8f8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "屈服均值: [280.77029025]\n", + "抗拉均值: [301.80837018]\n", + "延伸率均值: [11.7935581]\n", + "屈服标准差: [4.13601804]\n", + "抗拉标准差: [3.62497317]\n", + "延伸率标准差: [0.67978443]\n", + "\n" + ] + } + ], + "source": [ + "# 熔炼号 90629\n", + "calcutate_all(90629)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "2fb40911-82c1-4f1c-889c-bd0b0d0b0d93", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "屈服均值: [282.06368924]\n", + "抗拉均值: [302.8621545]\n", + "延伸率均值: [11.81286397]\n", + "屈服标准差: [4.22813292]\n", + "抗拉标准差: [3.73535752]\n", + "延伸率标准差: [0.65672621]\n", + "\n" + ] + } + ], + "source": [ + "# 熔炼号 90630\n", + "calcutate_all(90630)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "ac66ce07-69e7-4768-8441-18064d73ac76", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "屈服均值: [281.24719713]\n", + "抗拉均值: [302.18315812]\n", + "延伸率均值: [11.82315402]\n", + "屈服标准差: [4.12274657]\n", + "抗拉标准差: [3.59635772]\n", + "延伸率标准差: [0.66175219]\n", + "\n" + ] + } + ], + "source": [ + "# 熔炼号 90631\n", + "calcutate_all(90631)" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "7f24b637-fb89-4151-bc2b-dbaf43dd7709", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 4.61087137, 7.89819425, -15.91215619, -26.69428153,\n", + " -5.1575353 , -40.74486056])" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "# 材料与屈服特性标准差多元线性回归方程\n", + "x = np.array([dist1_E1, dist1_E2, dist1_E3, dist1_E4, dist1_E5, dist1_E6]).transpose()\n", + "y = np.array(dist3_qufu)\n", + "X_train, X_test, y_train, y_test = train_test_split(x, y, test_size=0.25, random_state=42)\n", + "model = LinearRegression().fit(X_train, y_train)\n", + "model.coef_" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "bbdb09a2-f663-4326-ab6e-2fb0d2fa9b86", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "5.062939344879167" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.intercept_" + ] + }, + { + "cell_type": "markdown", + "id": "e090e1bf-6d3e-48b6-bf54-5bac1610324b", + "metadata": {}, + "source": [ + "### 精确方程\n", + "$ y=5.062939344879167+4.61087137X_1+7.89819425X_2-15.91215619X_3-26.69428153X_4-5.1575353X_5-40.74486056X_6 $\n", + "### 精简方程\n", + "$ y=5.0629+4.6109X_1+7.8982X_2-15.9122X_3-26.6943X_4-5.1575X_5-40.7449X_6 $" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "637da0bf-08b7-49c6-99d9-c50bf9fcf328", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 5.52211393, 7.22300547, -13.92408713, -20.73062805,\n", + " -0.08048425, -21.0089931 ])" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 材料与抗拉特性标准差多元线性回归方程\n", + "x = np.array([dist1_E1, dist1_E2, dist1_E3, dist1_E4, dist1_E5, dist1_E6]).transpose()\n", + "y = np.array(dist3_kangla)\n", + "X_train, X_test, y_train, y_test = train_test_split(x, y, test_size=0.25, random_state=42)\n", + "model = LinearRegression().fit(X_train, y_train)\n", + "model.coef_" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "15ccffe4-5925-4dd3-af0a-241c357bc28d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.5298723495190005" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.intercept_" + ] + }, + { + "cell_type": "markdown", + "id": "4eb2d548-199b-43c8-83fc-b0313325c29f", + "metadata": {}, + "source": [ + "### 精确方程\n", + "$ y=1.5298723495190005+5.52211393X_1+7.22300547X_2-13.92408713X_3-20.73062805X_4-0.08048425X_5-21.0089931X_6 $\n", + "### 精简方程\n", + "$ y=1.5299+5.5221X_1+7.2230X_2-13.9241X_3-20.7306X_4-0.0805X_5-21.0090X_6 $" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "f637829b-cd1f-4c8d-978a-0a094ca8a48c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1.31314118, -1.7168275 , 0.19307053, -0.86744266, -4.87384482,\n", + " -4.01341483])" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 材料与延伸率特性标准差多元线性回归方程\n", + "x = np.array([dist1_E1, dist1_E2, dist1_E3, dist1_E4, dist1_E5, dist1_E6]).transpose()\n", + "y = np.array(dist3_yanshen)\n", + "X_train, X_test, y_train, y_test = train_test_split(x, y, test_size=0.25, random_state=42)\n", + "model = LinearRegression().fit(X_train, y_train)\n", + "model.coef_" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "782b78e7-60ac-4a61-8ee4-7e2832a7c769", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.6570980963371644" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.intercept_" + ] + }, + { + "cell_type": "markdown", + "id": "cf9770a1-2912-42f3-a1f8-4b73ac49cbee", + "metadata": {}, + "source": [ + "### 精确方程\n", + "$ y=2.6570980963371644+1.31314118X_1-1.7168275X_2+0.19307053X_3-0.86744266X_4-4.87384482X_5-4.01341483X_6 $\n", + "### 精简方程\n", + "$ y=2.6571+1.3131X_1-1.7168X_2+0.1931X_3-0.8674X_4-4.8738X_5-4.0134X_6 $" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "98bf195b-4139-497c-83fc-5ae2ea1618d4", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "dfcc7783-4618-4785-81a8-058b0d6e0e6b", + "metadata": {}, + "outputs": [], + "source": [ + "dataset = pd.DataFrame({'熔炼号': new_ronglian, '屈服均值': phy_dict_qufu_mean_list, '抗拉均值': phy_dict_kangla_mean_list, '延伸率均值': phy_dict_yanshen_mean_list,\n", + " '屈服标准差': phy_dict_qufu_std_list, '抗拉标准差': phy_dict_kangla_std_list, '延伸率标准差': phy_dict_yanshen_std_list, 'E1': np_E1, 'E2': np_E2,\n", + " 'E3': np_E3, 'E4': np_E4, 'E5': np_E5, 'E6': np_E6})" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "aa026eb8-24cb-454f-9ba6-c1cc2b562ddb", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "28f124f1-f69c-4c6b-9d93-c9dc59b7f310", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib.colors import LogNorm\n", + "fig, ax = plt.subplots(figsize=(5, 5), sharex=True, sharey=True,\n", + " tight_layout=True)\n", + "\n", + "ax.set_ylabel(\"E1 %\", fontproperties=myfont)\n", + "\n", + "ax.set_title(\"化学成分E1与屈服特性的关系\", fontproperties=myfont)\n", + "ax.set_xlabel(\"屈服特性均值\", fontproperties=myfont)\n", + "hist_qufu_E1 = ax.hist2d(dist2_qufu, dist1_E1, bins=20, norm=LogNorm(), cmap = \"YlGn\")" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "63ea2699-ad8a-4f32-ae33-53704e18073b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "\n", + "plt.step(dataset.iloc[:,7], dataset.iloc[:,1], label='pre (default)')\n", + "plt.plot(dataset.iloc[:,7], dataset.iloc[:,1], 'o--', color='grey', alpha=0.3)\n", + "\n", + "plt.step(dataset.iloc[:,7], dataset.iloc[:,2], where='mid', label='mid')\n", + "plt.plot(dataset.iloc[:,7], dataset.iloc[:,2], 'o--', color='grey', alpha=0.3)\n", + "\n", + "plt.grid(axis='x', color='0.95')\n", + "plt.legend(title='Parameter where:')\n", + "plt.title('plt.step(where=...)')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "a274793a-2a11-465a-a2d4-a18040ba084d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from string import ascii_letters\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "plt.rc('axes', unicode_minus=False)\n", + "sns.set_theme(style=\"white\")\n", + "sns.set(font=\"WenQuanYi Zen Hei\")\n", + "dataset = pd.DataFrame({'屈服': phy_dict_qufu_mean_list, '抗拉': phy_dict_kangla_mean_list, '延伸率': phy_dict_yanshen_mean_list,\n", + " 'E1': np_E1, 'E2': np_E2, 'E3': np_E3, 'E4': np_E4, 'E5': np_E5, 'E6': np_E6})\n", + "\n", + "\n", + "# Compute the correlation matrix\n", + "corr = dataset.corr()\n", + "\n", + "# Generate a mask for the upper triangle\n", + "mask = np.triu(np.ones_like(corr, dtype=bool))\n", + "\n", + "# Set up the matplotlib figure\n", + "f, ax = plt.subplots(figsize=(11, 9))\n", + "\n", + "# Generate a custom diverging colormap\n", + "cmap = sns.diverging_palette(230, 20, as_cmap=True)\n", + "\n", + "# Draw the heatmap with the mask and correct aspect ratio\n", + "sns.heatmap(corr, mask=mask, cmap=cmap, vmax=.3, center=0,\n", + " square=True, linewidths=.5, cbar_kws={\"shrink\": .5})" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "e42d3796-2358-4c3d-a4ba-99fe0d0f3baf", + "metadata": {}, + "outputs": [], + "source": [ + "sns.set(font=\"WenQuanYi Zen Hei\")\n", + "\n", + "dataset = pd.DataFrame({'熔炼号': new_ronglian, '屈服均值': phy_dict_qufu_mean_list, '抗拉均值': phy_dict_kangla_mean_list, '延伸率均值': phy_dict_yanshen_mean_list,\n", + " '屈服标准差': phy_dict_qufu_std_list, '抗拉标准差': phy_dict_kangla_std_list, '延伸率标准差': phy_dict_yanshen_std_list, 'E1': np_E1, 'E2': np_E2,\n", + " 'E3': np_E3, 'E4': np_E4, 'E5': np_E5, 'E6': np_E6})\n" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "2cef28a0-6382-4dd9-a737-a415f4ed5cbc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(x=\"E1\", y=\"延伸率均值\", data=dataset)" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "ca257c3a-7df4-46cc-a31f-24988c850202", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(x=\"E2\", y=\"屈服均值\", data=dataset)" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "06a18168-0a77-4c32-b544-24511546b829", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(x=\"E2\", y=\"抗拉均值\", data=dataset)" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "6b5819cc-f18c-4c0d-8c78-d03aacd7602a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(x=\"E2\", y=\"延伸率均值\", data=dataset)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "f018dea0-b2b6-438d-ac09-06dc0041ea25", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(x=\"E4\", y=\"延伸率均值\", data=dataset)" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "42804580-ddf5-45f4-88fe-6418d19dade9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(x=\"E5\", y=\"延伸率均值\", data=dataset)" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "6b805e46-7ce7-4655-8279-02208706d802", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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