├── .gitignore ├── Classic-Edition_python_DA ├── data_vis │ ├── matplotlib │ │ ├── 1-1 Matplotlib 折線圖.ipynb │ │ ├── 1-2 Matplotlib 散點圖.ipynb │ │ ├── 1-3 Matplotlib 多個圖表.ipynb │ │ ├── 1-4 Matplotlib 長條圖、直方圖、圓餅圖.ipynb │ │ └── matplotlib 新手友善.ipynb │ ├── project │ │ ├── Automobile_data.csv │ │ ├── awosome_visualiztion.ipynb │ │ ├── awosome_visualiztion_v2.ipynb │ │ └── car_data │ │ │ ├── audi.csv │ │ │ ├── bmw.csv │ │ │ ├── cclass.csv │ │ │ ├── focus.csv │ │ │ ├── ford.csv │ │ │ ├── hyundi.csv │ │ │ ├── merc.csv │ │ │ ├── skoda.csv │ │ │ ├── toyota.csv │ │ │ ├── unclean cclass.csv │ │ │ ├── unclean focus.csv │ │ │ ├── vauxhall.csv │ │ │ └── vw.csv │ ├── seaborn │ │ ├── 01_KDEplot.ipynb │ │ ├── 01_Seaborn_Intro.ipynb │ │ ├── 02_distplot.ipynb │ │ ├── 03_boxplot.ipynb │ │ ├── 04_swarmplot.ipynb │ │ ├── 05_scatterplot.ipynb │ │ ├── 06_lineplot.ipynb │ │ ├── 07_heatmap.ipynb │ │ ├── 08_FacetGrid.ipynb │ │ ├── 09_relplot.ipynb │ │ └── Seaborn 新手友善.ipynb │ └── view.png ├── numpy │ ├── CH001_NumPy 陣列 創建.ipynb │ ├── CH002_NumPy 陣列 基礎操作.ipynb │ ├── CH003_NumPy 陣列 基礎數值運算.ipynb │ └── CH004_NumPy 陣列 進階數值運算.ipynb └── pandas │ ├── 1-1 Pandas Series 創建.ipynb │ ├── 1-2 Pandas Series 基礎操作.ipynb │ ├── 1-3 Pandas DataFrame 創建.ipynb │ ├── 1-4 Pandas DataFrame 基礎操作.ipynb │ ├── 1-5-1 Pandas DataFrame 基礎資料處理.ipynb │ ├── 1-5-2 Pandas DataFrame 基礎資料處理-時間序列.ipynb │ ├── 1-6-1 Pandas DataFrame 特徵工程_資料探索.ipynb │ ├── 1-6-2 Pandas DataFrame 特徵工程_特徵轉換.ipynb │ ├── 1-6-3 Pandas DataFrame 特徵工程_特徵清洗.ipynb │ ├── 1-7-1 Pandas DataFrame 統計檢定-多變量_類別vs連續.ipynb │ ├── 1-7-2 Pandas DataFrame 統計檢定-多變量_類別vs類別.ipynb │ ├── 1-7-3 Pandas DataFrame 統計檢定-多變量_連續vs連續.ipynb │ └── data │ ├── KNN.png │ ├── Profiling Report.html │ ├── air-quality.csv │ ├── pima-indians-diabetes.csv │ └── titanic.csv ├── Master-Advance ├── ETL_course │ ├── 01-FileIO │ │ ├── Pandas 檔案輸入與輸出.ipynb │ │ ├── files │ │ │ ├── jobs.xml │ │ │ ├── taipei.json │ │ │ ├── 垃圾車點位資訊.csv │ │ │ └── 通訊錄.xlsx │ │ ├── jobs_output.xml │ │ ├── taipei_output.json │ │ ├── 垃圾車點位資訊_output.csv │ │ └── 通訊錄_output.xlsx │ ├── 02-SQL-python │ │ └── sql │ │ │ ├── 5-1 建立資料庫.sql │ │ │ ├── 5-2 建立資料表.sql │ │ │ ├── 5-3 新增資料.sql │ │ │ └── 5-4 手動還原資料.sql │ ├── 03-Logging │ │ ├── app.log.1 │ │ ├── app.log.2 │ │ ├── logging.ipynb │ │ └── module │ │ │ ├── logger_demo.ipynb │ │ │ └── logging.conf │ ├── 04-config_management │ │ ├── config │ │ │ ├── config.ini │ │ │ └── config.yaml │ │ └── configparser.ipynb │ └── 05-utils │ │ ├── 01_pathlib_檔案路路徑IO.ipynb │ │ ├── 02_zip_多物件迭代.ipynb │ │ └── 03_Type-Hints_型別提示.ipynb ├── Python_project_sample │ ├── OOP │ │ ├── 00 -library-framework-API.ipynb │ │ ├── 01-name-space-and-scope.ipynb │ │ ├── 02-underline .ipynb │ │ ├── 03-inheritance.ipynb │ │ ├── 03.1-meta-Class.ipynb │ │ ├── 04-abstract-Class.ipynb │ │ ├── 05-decorator.ipynb │ │ ├── 06-iterator_and_generator.ipynb │ │ ├── 07-lambda.ipynb │ │ ├── module.py │ │ ├── python-object-oriented-programming.ipynb │ │ └── 課後練習_excercise.ipynb │ ├── README.md │ ├── create_structure.py │ ├── examples │ │ └── exerglerg │ │ │ ├── exwdefwegwegf.py │ │ │ └── osdijfosd.py │ ├── oop_course │ │ ├── 00_course_outline.md │ │ ├── 01_setup_environment │ │ │ ├── 01_setup_environment.ipynb │ │ │ ├── 01_setup_environment.py │ │ │ ├── 02_version_control_intro.ipynb │ │ │ ├── 02_version_control_intro.py │ │ │ └── my_project │ │ │ │ ├── README.md │ │ │ │ ├── poetry.lock │ │ │ │ ├── pyproject.toml │ │ │ │ ├── src │ │ │ │ └── my_project │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── helloworld.py │ │ │ │ └── tests │ │ │ │ ├── __init__.ipynb │ │ │ │ └── __init__.py │ │ ├── 02_module_and_package │ │ │ ├── 03_module_basics.ipynb │ │ │ ├── 03_module_basics │ │ │ │ ├── 01_module_basic │ │ │ │ │ ├── main.py │ │ │ │ │ └── my_math.py │ │ │ │ ├── 02_if_name_main │ │ │ │ │ ├── example.py │ │ │ │ │ └── main.py │ │ │ │ ├── 03_import_styles │ │ │ │ │ ├── main.py │ │ │ │ │ └── my_math.py │ │ │ │ ├── 04_module_search_path │ │ │ │ │ ├── main.py │ │ │ │ │ └── python_import_查找順序說明.md │ │ │ │ ├── 05_module_reload │ │ │ │ │ ├── main.ipynb │ │ │ │ │ ├── main.py │ │ │ │ │ └── my_module.py │ │ │ │ ├── 06_geometry_module │ │ │ │ │ ├── geometry │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── geometry.py │ │ │ │ │ └── use_geometry.py │ │ │ │ └── 07_common_pitfalls │ │ │ │ │ ├── 01_circular_import │ │ │ │ │ ├── circular_a.py │ │ │ │ │ ├── circular_b.py │ │ │ │ │ └── main.py │ │ │ │ │ ├── 02_name_conflict │ │ │ │ │ ├── main.py │ │ │ │ │ └── os.py │ │ │ │ │ ├── 03_global_state │ │ │ │ │ ├── global_state.py │ │ │ │ │ └── main.py │ │ │ │ │ ├── 04_namespace_pollution │ │ │ │ │ ├── main.py │ │ │ │ │ └── messy_module.py │ │ │ │ │ └── 05_better_practices │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── clean_module.py │ │ │ │ │ ├── counter.py │ │ │ │ │ └── main.py │ │ │ ├── 04_package_basics │ │ │ │ ├── 01_package_vs_module │ │ │ │ │ ├── main.py │ │ │ │ │ └── my_module.py │ │ │ │ ├── 02_basic_package_structure │ │ │ │ │ ├── main.py │ │ │ │ │ └── my_package │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── module_a.py │ │ │ │ │ │ └── module_b.py │ │ │ │ ├── 03_subpackages_structure │ │ │ │ │ ├── main.py │ │ │ │ │ └── my_package │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── subpackage_1 │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── module_c.py │ │ │ │ │ │ └── subpackage_2 │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── module_e.py │ │ │ │ ├── 04_init_file_usage │ │ │ │ │ ├── main.py │ │ │ │ │ └── my_package │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── module_a.py │ │ │ │ │ │ └── module_b.py │ │ │ │ ├── 05_absolute_vs_relative_import │ │ │ │ │ ├── main.py │ │ │ │ │ └── my_package │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── module_a.py │ │ │ │ │ │ └── subpackage │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── module_c.py │ │ │ │ ├── 06_namespace_package │ │ │ │ │ ├── main.py │ │ │ │ │ ├── path1 │ │ │ │ │ │ └── my_namespace │ │ │ │ │ │ │ └── module_a.py │ │ │ │ │ └── path2 │ │ │ │ │ │ └── my_namespace │ │ │ │ │ │ └── module_b.py │ │ │ │ ├── 07_publishable_package │ │ │ │ │ ├── template │ │ │ │ │ │ └── my_package │ │ │ │ │ │ │ ├── LICENSE │ │ │ │ │ │ │ ├── README.md │ │ │ │ │ │ │ ├── my_package │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ ├── module_a.py │ │ │ │ │ │ │ └── module_b.py │ │ │ │ │ │ │ └── setup.py │ │ │ │ │ ├── 實際案例 │ │ │ │ │ │ └── textstats │ │ │ │ │ │ │ ├── LICENSE │ │ │ │ │ │ │ ├── README.md │ │ │ │ │ │ │ ├── setup.py │ │ │ │ │ │ │ └── textstats │ │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ │ └── core.py │ │ │ │ │ └── 打包上傳SOP.md │ │ │ │ └── 08_data_analysis_package │ │ │ │ │ ├── data_analysis │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── processors.py │ │ │ │ │ ├── readers.py │ │ │ │ │ └── visualizers.py │ │ │ │ │ └── main.py │ │ │ ├── 04_package_structure.ipynb │ │ │ ├── 05_file_path_handling.ipynb │ │ │ ├── 05_file_path_handling │ │ │ │ ├── 01_path_challenges │ │ │ │ │ └── main.py │ │ │ │ ├── 02_os_path_basics │ │ │ │ │ └── main.py │ │ │ │ ├── 03_pathlib_usage │ │ │ │ │ ├── demo.txt │ │ │ │ │ └── main.py │ │ │ │ ├── 04_different_execution_envs │ │ │ │ │ ├── global_說明.md │ │ │ │ │ ├── main.ipynb │ │ │ │ │ └── main.py │ │ │ │ ├── 05_cross_directory_access │ │ │ │ │ ├── data │ │ │ │ │ │ └── input.csv │ │ │ │ │ ├── main.py │ │ │ │ │ ├── outputs │ │ │ │ │ │ └── results.txt │ │ │ │ │ └── utils │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── helpers.py │ │ │ │ ├── 06_path_helper_class │ │ │ │ │ ├── main.py │ │ │ │ │ └── path_helper.py │ │ │ │ ├── 07_special_cases │ │ │ │ │ └── path_demo_project │ │ │ │ │ │ ├── main.py │ │ │ │ │ │ ├── mypackage │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ └── module_a.py │ │ │ │ │ │ └── notebook_demo.ipynb │ │ │ │ ├── 08_common_pitfalls │ │ │ │ │ ├── data │ │ │ │ │ │ └── input.csv │ │ │ │ │ ├── main.ipynb │ │ │ │ │ └── main.py │ │ │ │ └── 09_path_manager_practice │ │ │ │ │ ├── data │ │ │ │ │ └── input.csv │ │ │ │ │ ├── main.py │ │ │ │ │ └── path_manager.py │ │ │ └── demo_呼叫套件 │ │ │ │ ├── main.py │ │ │ │ ├── my_package │ │ │ │ ├── __init__.py │ │ │ │ ├── module_a.py │ │ │ │ ├── module_b.py │ │ │ │ └── subpackage │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── sub_module.py │ │ │ │ └── tests │ │ │ │ ├── __init__.py │ │ │ │ └── test_module_a.py │ │ ├── 03_oop_basics │ │ │ ├── 06_functional_vs_oop.ipynb │ │ │ ├── 06_functional_vs_oop.py │ │ │ ├── 07_class_and_instance_basics.ipynb │ │ │ ├── 07_class_and_instance_basics.py │ │ │ ├── 08_methods_and_properties.ipynb │ │ │ ├── 08_methods_and_properties.py │ │ │ ├── 09_encapsulation.ipynb │ │ │ └── 09_encapsulation.py │ │ ├── 04_oop_advanced │ │ │ ├── 10_inheritance.ipynb │ │ │ ├── 10_inheritance.py │ │ │ ├── 11_multiple_inheritance_mro.ipynb │ │ │ ├── 11_multiple_inheritance_mro.py │ │ │ ├── 12_polymorphism_and_abc.ipynb │ │ │ ├── 12_polymorphism_and_abc.py │ │ │ ├── 13_special_methods_operator_overloading.ipynb │ │ │ └── 13_special_methods_operator_overloading.py │ │ ├── 05_design_patterns │ │ │ ├── 14_decorator_pattern.ipynb │ │ │ ├── 14_decorator_pattern.py │ │ │ ├── 15_iterators_and_generators.ipynb │ │ │ ├── 15_iterators_and_generators.py │ │ │ ├── 16_descriptors_and_metaclasses.ipynb │ │ │ ├── 16_descriptors_and_metaclasses.py │ │ │ ├── 17_common_design_patterns.ipynb │ │ │ └── 17_common_design_patterns.py │ │ ├── 06_project_and_testing │ │ │ ├── 18_testing_and_documentation.ipynb │ │ │ ├── 18_testing_and_documentation.py │ │ │ ├── 19_final_project.ipynb │ │ │ └── 19_final_project.py │ │ ├── README.md │ │ ├── requirements.txt │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── custom_exceptions.py │ │ │ └── helper_functions.py │ └── tutorials │ │ ├── 01_modules.md │ │ ├── 02_packages.md │ │ ├── 03_init_files.md │ │ ├── 04_file_paths.md │ │ ├── 05_cross_folder.md │ │ ├── 06_py_vs_ipynb.md │ │ ├── 07_functions_to_classes.md │ │ ├── 08_inheritance.md │ │ ├── 09_encapsulation.md │ │ └── 10_design_patterns.md ├── acceleration │ └── 01-Introduction-to-cuda-python-with-numba.ipynb └── competition │ ├── Data_mining │ ├── DAE.ipynb │ ├── Feature_engineering.ipynb │ ├── NWRMSLE.ipynb │ └── Target_Engineering.ipynb │ ├── Inferential_Statistics │ ├── 01_hypothesis-testing.ipynb │ ├── 02_chi-squared-tests.ipynb │ ├── 03_anova.ipynb │ ├── 04_AB_testing_procedure.ipynb │ └── case │ │ ├── code_book_demo.ipynb │ │ ├── statistic_test_table.ipynb │ │ ├── titanic_feature_extraction.ipynb │ │ └── train.csv │ ├── kaggle-win-tricks │ ├── kaggle_dataset_download.ipynb │ ├── model │ │ ├── Ensembling_model.ipynb │ │ └── Good-Sample │ │ │ └── classifies bidders in an online auction as either robot or human │ │ │ └── fba-sub9.py │ └── 敘述性統計_Titanic_EDA.ipynb │ ├── 智慧製造-SPC管制曲線 │ └── SPC-introduction.ipynb │ └── 智慧醫療-假設檢定運用 │ ├── Formosan J Med 2014_產後護理之家產婦憂鬱情緒之前趨研究.pdf │ └── NBME - Score Clinical Patient Notes.txt ├── README.md ├── Special-Edition_python_DA ├── .cursorrules ├── Python_DA_Course │ ├── M1_Numpy_Basic │ │ ├── exercises_HW │ │ │ └── M1_exercise.ipynb │ │ ├── notebooks │ │ │ ├── M1.1_ndarray_basics.ipynb │ │ │ ├── M1.1_ndarray_basics.py │ │ │ ├── M1.2_array_creation.ipynb │ │ │ ├── M1.2_array_creation.py │ │ │ ├── M1.3_indexing_slicing.ipynb │ │ │ ├── M1.3_indexing_slicing.py │ │ │ ├── M1.4_broadcasting.ipynb │ │ │ ├── M1.4_broadcasting.py │ │ │ ├── M1.5_math_functions.py │ │ │ ├── M1.5_math_functions_advance.ipynb │ │ │ ├── M1.6_statistical_case.py │ │ │ ├── M1.6_statistical_case_advance.ipynb │ │ │ └── data │ │ │ │ ├── electronics_sales.csv │ │ │ │ └── temp.txt │ │ └── quick_numpy_practice.ipynb │ ├── M2_Pandas_Basic │ │ ├── data │ │ │ ├── KNN.png │ │ │ ├── Profiling Report.html │ │ │ ├── air-quality.csv │ │ │ ├── pima-indians-diabetes.csv │ │ │ ├── titanic.csv │ │ │ └── 通訊錄_output.xlsx │ │ ├── exercises_HW │ │ │ ├── M2_exercise.ipynb │ │ │ ├── custom_data.csv │ │ │ ├── products_data.xlsx │ │ │ └── students_data.csv │ │ ├── notebooks │ │ │ ├── M2.1_dataframe_series.ipynb │ │ │ ├── M2.1_dataframe_series.py │ │ │ ├── M2.2_file_reading.ipynb │ │ │ ├── M2.2_file_reading.py │ │ │ ├── M2.3_selection_methods.ipynb │ │ │ ├── M2.3_selection_methods.py │ │ │ ├── M2.4_missing_values.ipynb │ │ │ ├── M2.4_missing_values.py │ │ │ ├── M2.5_data_conversion.ipynb │ │ │ ├── M2.5_data_conversion.py │ │ │ ├── multiple_datasets.xlsx │ │ │ ├── titanic_formatted.csv │ │ │ ├── titanic_multi_index.csv │ │ │ ├── titanic_pretty.json │ │ │ ├── titanic_subset.csv │ │ │ ├── titanic_subset.json │ │ │ ├── titanic_subset.xlsx │ │ │ └── titanic_with_index.csv │ │ └── quick_pandas_practice.ipynb │ ├── M3_Pandas_Advanced │ │ ├── data │ │ │ ├── KNN.png │ │ │ ├── Profiling Report.html │ │ │ ├── air-quality.csv │ │ │ ├── pima-indians-diabetes.csv │ │ │ └── titanic.csv │ │ ├── exercises_HW │ │ │ └── M3_exercise.ipynb │ │ ├── notebooks │ │ │ ├── M3.1_conditional_filtering.ipynb │ │ │ ├── M3.1_conditional_filtering.py │ │ │ ├── M3.2_groupby_aggregation.ipynb │ │ │ ├── M3.2_groupby_aggregation.py │ │ │ ├── M3.3_pivot_crosstab.ipynb │ │ │ ├── M3.3_pivot_crosstab.py │ │ │ ├── M3.4_merge_join.ipynb │ │ │ ├── M3.4_merge_join.py │ │ │ ├── M3.5_time_series.ipynb │ │ │ ├── M3.5_time_series.py │ │ │ ├── S1.1_time_series_basics.ipynb │ │ │ ├── S1.1_time_series_basics.py │ │ │ ├── S1.2_time_series_advanced.ipynb │ │ │ └── S1.2_time_series_advanced.py │ │ └── quick_pandas_advanced_practice.ipynb │ ├── M4_Matplotlib_Seaborn_Basic │ │ ├── exercises_HW │ │ │ └── M4_exercise.ipynb │ │ ├── notebooks │ │ │ ├── M4.1_matplotlib_basics.ipynb │ │ │ ├── M4.1_matplotlib_basics.py │ │ │ ├── M4.2_common_plots.ipynb │ │ │ ├── M4.2_common_plots.py │ │ │ ├── M4.3_seaborn_intro.ipynb │ │ │ ├── M4.3_seaborn_intro.py │ │ │ ├── M4.4_plot_styling.ipynb │ │ │ └── M4.4_plot_styling.py │ │ └── slides │ │ │ └── M4_slides.pdf │ ├── M5_Business_Statistical_Viz │ │ ├── data │ │ │ └── sales_data.csv │ │ ├── exercises_HW │ │ │ └── M5_exercise.ipynb │ │ └── notebooks │ │ │ ├── M5.1_kpi_charts.ipynb │ │ │ ├── M5.1_kpi_charts.py │ │ │ ├── M5.2_distribution_plots.ipynb │ │ │ ├── M5.2_distribution_plots.py │ │ │ ├── M5.3_correlation_heatmap.ipynb │ │ │ ├── M5.3_correlation_heatmap.py │ │ │ ├── M5.4_boxplots_outliers.ipynb │ │ │ ├── M5.4_boxplots_outliers.py │ │ │ ├── M5.5_business_report.ipynb │ │ │ └── M5.5_business_report.py │ ├── M6_Plotly_Projects │ │ ├── data │ │ │ ├── project_dataset1.csv │ │ │ └── project_dataset2.csv │ │ ├── exercises_HW │ │ │ └── M6_exercise.ipynb │ │ ├── notebooks │ │ │ ├── M6.1_plotly_intro.ipynb │ │ │ ├── M6.1_plotly_intro.py │ │ │ ├── M6.2_dashboard_logic.ipynb │ │ │ ├── M6.2_dashboard_logic.py │ │ │ ├── M6.3_integration.ipynb │ │ │ └── M6.3_integration.py │ │ └── projects │ │ │ ├── project_template.ipynb │ │ │ └── sample_project_solution.ipynb │ ├── README.md │ ├── common │ │ ├── helpers │ │ │ ├── data_loader.py │ │ │ └── plot_helpers.py │ │ └── templates │ │ │ ├── analysis_template.ipynb │ │ │ └── report_template.ipynb │ └── supplementary │ │ ├── advanced_topics │ │ ├── advanced_visualization.ipynb │ │ ├── advanced_visualization.py │ │ ├── performance_optimization.ipynb │ │ └── performance_optimization.py │ │ ├── datasets │ │ ├── housing.csv │ │ ├── stocks.csv │ │ └── titanic.csv │ │ └── references │ │ ├── recommended_books.md │ │ └── useful_resources.md └── d7a8fbb7e57b479e21b7c90fdfab726b │ ├── class_config.json │ ├── create_quiz_excel.py │ ├── quiz.csv │ ├── quiz_app.py │ ├── result_log.csv │ └── sol │ ├── M │ ├── M1_solutions.ipynb │ ├── M2_solutions.ipynb │ ├── M3_solutions.ipynb │ ├── M4_solutions.ipynb │ ├── M5_solutions.ipynb │ └── M6_solutions.ipynb │ ├── quick_numpy_solutions.ipynb │ ├── quick_pandas_advanced_solutions.ipynb │ └── quick_pandas_solutions.ipynb └── slides ├── Sunny_python_數據分析.pdf └── python-adv-key-point.xmind /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Zenobia000/iSpan_python-DA-cookbooks/HEAD/.gitignore -------------------------------------------------------------------------------- /Classic-Edition_python_DA/data_vis/matplotlib/1-1 Matplotlib 折線圖.ipynb: -------------------------------------------------------------------------------- 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