├── .gitignore ├── LICENSE ├── README.md ├── _solved ├── 00-jupyter_introduction.ipynb ├── case1_bike_count.ipynb ├── case2_observations.ipynb ├── case2_observations_analysis.ipynb ├── case2_observations_processing.ipynb ├── case3_bacterial_resistance_lab_experiment.ipynb ├── case4_air_quality_analysis.ipynb ├── case4_air_quality_processing.ipynb ├── data ├── pandas_01_data_structures.ipynb ├── pandas_02_basic_operations.ipynb ├── pandas_03a_selecting_data.ipynb ├── pandas_03b_indexing.ipynb ├── pandas_04_time_series_data.ipynb ├── pandas_05_groupby_operations.ipynb ├── pandas_06_data_cleaning.ipynb ├── pandas_07_missing_values.ipynb ├── pandas_08_reshaping_data.ipynb ├── pandas_09_combining_datasets.ipynb ├── python_intro │ ├── 00-jupyterlab.ipynb │ ├── 01-variables.ipynb │ ├── 02-functions-use.ipynb │ ├── 03-containers.ipynb │ ├── 04-control-flow.ipynb │ └── 05-functions-write.ipynb ├── python_recap │ ├── 01-basic.ipynb │ ├── 02-control_flow.ipynb │ ├── 03-functions.ipynb │ ├── 04-reusing_code.ipynb │ ├── 05-numpy.ipynb │ ├── data │ │ ├── bogota_part_dataset.csv │ │ ├── out1.txt │ │ ├── out2.txt │ │ ├── out3.txt │ │ ├── out4.txt │ │ └── values.txt │ └── python_rehearsal.ipynb ├── spreaddiagram.py ├── visualization_01_matplotlib.ipynb ├── visualization_02_plotnine.ipynb ├── visualization_02_seaborn.ipynb ├── visualization_03_landscape.ipynb └── workflow_example_evaluation.ipynb ├── check_environment.py ├── convert_notebooks.sh ├── docs ├── _config.yml ├── contributing.md ├── index.md ├── setup.md ├── slides.html └── static │ ├── img │ ├── JakeVdP-ecosystem1.svg │ ├── JakeVdP-ecosystem2.svg │ ├── JakeVdP-ecosystem3.svg │ ├── JakeVdP-ecosystem4.svg │ ├── JakeVdP-ecosystem5.svg │ ├── datacleaning1.jpg │ ├── datacleaning2.jpg │ ├── dataframe.png │ ├── doctoralschoolsprofiel_hq_rgb_web.png │ ├── download-button.png │ ├── environment_save.png │ ├── environment_save.svg │ ├── icon_github.svg │ ├── icon_twitter.svg │ ├── ipython.png │ ├── issuetracker.png │ ├── logo_flanders+richtingmorgen.png │ ├── navigator_notebook.png │ ├── navigator_notebook.svg │ ├── navigator_terminal.png │ ├── notebook.png │ ├── startup.png │ ├── tidy_data_paper.png │ ├── tidy_data_scheme.png │ └── work_stijn_1.png │ ├── remark-latest.min.js │ └── slides.css ├── environment.yml ├── img ├── bacteriophage.jpeg ├── bike_count_illustration.png ├── change_kernel.png ├── doctoralschoolsprofiel_hq_rgb_web.png ├── enterbutton.png ├── heatmap.png ├── keya.png ├── keyb.png ├── keyescape.png ├── logo_flanders+richtingmorgen.png ├── matplotlib_fundamentals.png ├── matplotlib_fundamentals.svg ├── matplotlib_oo.png ├── pandas.svg ├── pandas │ ├── 01_table_dataframe1.svg │ ├── pivot_excel.png │ ├── schema-concat0.svg │ ├── schema-concat1.svg │ ├── schema-dataframe.svg │ ├── schema-stack.svg │ └── splitApplyCombine.png ├── plot_overview.png ├── python-function.svg ├── python-sticky-note-variables-01.svg ├── python-sticky-note-variables-02.svg ├── python-sticky-note-variables-03.svg ├── seaborn_overview_modules.png ├── shift-tab.png ├── shift_button.png ├── shiftenter.jpg ├── stack.png ├── tabbutton.jpg ├── tidy_data_scheme.png └── toomuch.jpg ├── nbconvert_config.py └── notebooks ├── 00-jupyter_introduction.ipynb ├── _solutions ├── case1_bike_count1.py ├── case1_bike_count10.py ├── case1_bike_count11.py ├── case1_bike_count12.py ├── case1_bike_count13.py ├── case1_bike_count14.py ├── case1_bike_count15.py ├── case1_bike_count16.py ├── case1_bike_count17.py ├── case1_bike_count18.py ├── case1_bike_count19.py ├── case1_bike_count2.py ├── case1_bike_count20.py ├── case1_bike_count21.py ├── case1_bike_count22.py ├── case1_bike_count23.py ├── case1_bike_count24.py ├── case1_bike_count25.py ├── case1_bike_count26.py ├── case1_bike_count27.py ├── case1_bike_count28.py ├── case1_bike_count3.py ├── case1_bike_count4.py ├── case1_bike_count5.py ├── case1_bike_count6.py ├── case1_bike_count7.py ├── case1_bike_count8.py ├── case1_bike_count9.py ├── case2_observations1.py ├── case2_observations10.py ├── case2_observations11.py ├── case2_observations12.py ├── case2_observations13.py ├── case2_observations14.py ├── case2_observations15.py ├── case2_observations16.py ├── case2_observations17.py ├── case2_observations18.py ├── case2_observations19.py ├── case2_observations2.py ├── case2_observations20.py ├── case2_observations21.py ├── case2_observations22.py ├── case2_observations23.py ├── case2_observations24.py ├── case2_observations25.py ├── case2_observations26.py ├── case2_observations27.py ├── case2_observations28.py ├── case2_observations29.py ├── case2_observations3.py ├── case2_observations30.py ├── case2_observations31.py ├── case2_observations32.py ├── case2_observations33.py ├── case2_observations34.py ├── case2_observations35.py ├── case2_observations36.py ├── case2_observations37.py ├── case2_observations38.py ├── case2_observations39.py ├── case2_observations4.py ├── case2_observations40.py ├── case2_observations41.py ├── case2_observations42.py ├── case2_observations43.py ├── case2_observations44.py ├── case2_observations45.py ├── case2_observations46.py ├── case2_observations47.py ├── case2_observations48.py ├── case2_observations49.py ├── case2_observations5.py ├── case2_observations50.py ├── case2_observations51.py ├── case2_observations6.py ├── case2_observations7.py ├── case2_observations8.py ├── case2_observations9.py ├── case3_bacterial_resistance_lab_experiment1.py ├── case3_bacterial_resistance_lab_experiment10.py ├── case3_bacterial_resistance_lab_experiment11.py ├── case3_bacterial_resistance_lab_experiment12.py ├── case3_bacterial_resistance_lab_experiment13.py ├── case3_bacterial_resistance_lab_experiment2.py ├── case3_bacterial_resistance_lab_experiment3.py ├── case3_bacterial_resistance_lab_experiment4.py ├── case3_bacterial_resistance_lab_experiment5.py ├── case3_bacterial_resistance_lab_experiment6.py ├── case3_bacterial_resistance_lab_experiment7.py ├── case3_bacterial_resistance_lab_experiment8.py ├── case3_bacterial_resistance_lab_experiment9.py ├── case4_air_quality_analysis1.py ├── case4_air_quality_analysis10.py ├── case4_air_quality_analysis11.py ├── case4_air_quality_analysis12.py ├── case4_air_quality_analysis13.py ├── case4_air_quality_analysis14.py ├── case4_air_quality_analysis15.py ├── case4_air_quality_analysis16.py ├── case4_air_quality_analysis17.py ├── case4_air_quality_analysis18.py ├── case4_air_quality_analysis19.py ├── case4_air_quality_analysis2.py ├── case4_air_quality_analysis20.py ├── case4_air_quality_analysis21.py ├── case4_air_quality_analysis22.py ├── case4_air_quality_analysis23.py ├── case4_air_quality_analysis24.py ├── case4_air_quality_analysis25.py ├── case4_air_quality_analysis26.py ├── case4_air_quality_analysis27.py ├── case4_air_quality_analysis28.py ├── case4_air_quality_analysis29.py ├── case4_air_quality_analysis3.py ├── case4_air_quality_analysis30.py ├── case4_air_quality_analysis31.py ├── case4_air_quality_analysis32.py ├── case4_air_quality_analysis33.py ├── case4_air_quality_analysis34.py ├── case4_air_quality_analysis35.py ├── case4_air_quality_analysis36.py ├── case4_air_quality_analysis37.py ├── case4_air_quality_analysis38.py ├── case4_air_quality_analysis39.py ├── case4_air_quality_analysis4.py ├── case4_air_quality_analysis40.py ├── case4_air_quality_analysis5.py ├── case4_air_quality_analysis6.py ├── case4_air_quality_analysis7.py ├── case4_air_quality_analysis8.py ├── case4_air_quality_analysis9.py ├── case4_air_quality_processing1.py ├── case4_air_quality_processing10.py ├── case4_air_quality_processing11.py ├── case4_air_quality_processing12.py ├── case4_air_quality_processing13.py ├── case4_air_quality_processing2.py ├── case4_air_quality_processing3.py ├── case4_air_quality_processing4.py ├── case4_air_quality_processing5.py ├── case4_air_quality_processing6.py ├── case4_air_quality_processing7.py ├── case4_air_quality_processing8.py ├── case4_air_quality_processing9.py ├── pandas_01_data_structures1.py ├── pandas_01_data_structures2.py ├── pandas_01_data_structures3.py ├── pandas_01_data_structures4.py ├── pandas_01_data_structures5.py ├── pandas_01_data_structures6.py ├── pandas_02_basic_operations1.py ├── pandas_02_basic_operations10.py ├── pandas_02_basic_operations2.py ├── pandas_02_basic_operations3.py ├── pandas_02_basic_operations4.py ├── pandas_02_basic_operations5.py ├── pandas_02_basic_operations6.py ├── pandas_02_basic_operations7.py ├── pandas_02_basic_operations8.py ├── pandas_02_basic_operations9.py ├── pandas_03a_selecting_data1.py ├── pandas_03a_selecting_data10.py ├── pandas_03a_selecting_data11.py ├── pandas_03a_selecting_data12.py ├── pandas_03a_selecting_data13.py ├── pandas_03a_selecting_data14.py ├── pandas_03a_selecting_data15.py ├── pandas_03a_selecting_data16.py ├── pandas_03a_selecting_data17.py ├── pandas_03a_selecting_data18.py ├── pandas_03a_selecting_data19.py ├── pandas_03a_selecting_data2.py ├── pandas_03a_selecting_data20.py ├── pandas_03a_selecting_data21.py ├── pandas_03a_selecting_data22.py ├── pandas_03a_selecting_data23.py ├── pandas_03a_selecting_data3.py ├── pandas_03a_selecting_data4.py ├── pandas_03a_selecting_data5.py ├── pandas_03a_selecting_data6.py ├── pandas_03a_selecting_data7.py ├── pandas_03a_selecting_data8.py ├── pandas_03a_selecting_data9.py ├── pandas_03b_indexing1.py ├── pandas_03b_indexing2.py ├── pandas_03b_indexing3.py ├── pandas_03b_indexing4.py ├── pandas_03b_indexing5.py ├── pandas_03b_indexing6.py ├── pandas_03b_indexing7.py ├── pandas_04_time_series_data1.py ├── pandas_04_time_series_data2.py ├── pandas_04_time_series_data3.py ├── pandas_04_time_series_data4.py ├── pandas_04_time_series_data5.py ├── pandas_04_time_series_data6.py ├── pandas_04_time_series_data7.py ├── pandas_04_time_series_data8.py ├── pandas_04_time_series_data9.py ├── pandas_05_groupby_operations1.py ├── pandas_05_groupby_operations10.py ├── pandas_05_groupby_operations11.py ├── pandas_05_groupby_operations12.py ├── pandas_05_groupby_operations13.py ├── pandas_05_groupby_operations14.py ├── pandas_05_groupby_operations15.py ├── pandas_05_groupby_operations16.py ├── pandas_05_groupby_operations17.py ├── pandas_05_groupby_operations18.py ├── pandas_05_groupby_operations19.py ├── pandas_05_groupby_operations2.py ├── pandas_05_groupby_operations20.py ├── pandas_05_groupby_operations21.py ├── pandas_05_groupby_operations22.py ├── pandas_05_groupby_operations23.py ├── pandas_05_groupby_operations24.py ├── pandas_05_groupby_operations25.py ├── pandas_05_groupby_operations26.py ├── pandas_05_groupby_operations27.py ├── pandas_05_groupby_operations28.py ├── pandas_05_groupby_operations29.py ├── pandas_05_groupby_operations3.py ├── pandas_05_groupby_operations30.py ├── pandas_05_groupby_operations31.py ├── pandas_05_groupby_operations4.py ├── pandas_05_groupby_operations5.py ├── pandas_05_groupby_operations6.py ├── pandas_05_groupby_operations7.py ├── pandas_05_groupby_operations8.py ├── pandas_05_groupby_operations9.py ├── pandas_06_data_cleaning1.py ├── pandas_06_data_cleaning10.py ├── pandas_06_data_cleaning11.py ├── pandas_06_data_cleaning12.py ├── pandas_06_data_cleaning13.py ├── pandas_06_data_cleaning14.py ├── pandas_06_data_cleaning15.py ├── pandas_06_data_cleaning2.py ├── pandas_06_data_cleaning3.py ├── pandas_06_data_cleaning4.py ├── pandas_06_data_cleaning5.py ├── pandas_06_data_cleaning6.py ├── pandas_06_data_cleaning7.py ├── pandas_06_data_cleaning8.py ├── pandas_06_data_cleaning9.py ├── pandas_08_reshaping_data1.py ├── pandas_08_reshaping_data10.py ├── pandas_08_reshaping_data11.py ├── pandas_08_reshaping_data12.py ├── pandas_08_reshaping_data13.py ├── pandas_08_reshaping_data14.py ├── pandas_08_reshaping_data15.py ├── pandas_08_reshaping_data16.py ├── pandas_08_reshaping_data17.py ├── pandas_08_reshaping_data18.py ├── pandas_08_reshaping_data19.py ├── pandas_08_reshaping_data2.py ├── pandas_08_reshaping_data20.py ├── pandas_08_reshaping_data3.py ├── pandas_08_reshaping_data4.py ├── pandas_08_reshaping_data5.py ├── pandas_08_reshaping_data6.py ├── pandas_08_reshaping_data7.py ├── pandas_08_reshaping_data8.py ├── pandas_08_reshaping_data9.py ├── pandas_09_combining_datasets1.py ├── pandas_09_combining_datasets2.py ├── pandas_09_combining_datasets3.py ├── pandas_09_combining_datasets4.py ├── pandas_09_combining_datasets5.py ├── visualization_01_matplotlib1.py ├── visualization_01_matplotlib2.py ├── visualization_01_matplotlib3.py ├── visualization_01_matplotlib4.py ├── visualization_01_matplotlib5.py ├── visualization_01_matplotlib6.py ├── visualization_02_seaborn1.py ├── visualization_02_seaborn10.py ├── visualization_02_seaborn11.py ├── visualization_02_seaborn12.py ├── visualization_02_seaborn13.py ├── visualization_02_seaborn14.py ├── visualization_02_seaborn15.py ├── visualization_02_seaborn16.py ├── visualization_02_seaborn17.py ├── visualization_02_seaborn18.py ├── visualization_02_seaborn19.py ├── visualization_02_seaborn2.py ├── visualization_02_seaborn20.py ├── visualization_02_seaborn21.py ├── visualization_02_seaborn22.py ├── visualization_02_seaborn3.py ├── visualization_02_seaborn4.py ├── visualization_02_seaborn5.py ├── visualization_02_seaborn6.py ├── visualization_02_seaborn7.py ├── visualization_02_seaborn8.py └── visualization_02_seaborn9.py ├── case1_bike_count.ipynb ├── case2_observations.ipynb ├── case3_bacterial_resistance_lab_experiment.ipynb ├── case4_air_quality_analysis.ipynb ├── case4_air_quality_processing.ipynb ├── data ├── BETN0290000800100hour.1-1-1990.31-12-2012 ├── BETR8010000800100hour.1-1-1990.31-12-2012 ├── Dryad_Arias_Hall_v3.xlsx ├── FR040120000800100hour.1-1-1999.31-12-2012 ├── FR040370000800100hour.1-1-1999.31-12-2012 ├── TF_ACCIDENTS_VICTIMS_2020.zip ├── TF_VAT_NACE_SQ_2019.zip ├── airbase_data.csv ├── daily_min_temperature_2020.csv ├── data-preprocessing.ipynb ├── data-preprocessing.md ├── fietstellingencoupure.csv ├── fietstelpaal-coupure-links-2022-gent.zip ├── fietstelpaal-coupure-links-2023-gent.zip ├── fietstelpaal-coupure-links-gent.zip ├── load_casualties.py ├── observations.csv ├── plot_location.xlsx ├── species.csv ├── species_names.csv ├── statbel_statistical_sectors_2019.shp.zip ├── survey_data_completed.csv ├── surveys.csv ├── titanic.csv ├── verbruiksgegevens-per-maand.xlsx └── vmm_flowdata.csv ├── pandas_01_data_structures.ipynb ├── pandas_02_basic_operations.ipynb ├── pandas_03a_selecting_data.ipynb ├── pandas_03b_indexing.ipynb ├── pandas_04_time_series_data.ipynb ├── pandas_05_groupby_operations.ipynb ├── pandas_06_data_cleaning.ipynb ├── pandas_07_missing_values.ipynb ├── pandas_08_reshaping_data.ipynb ├── pandas_09_combining_datasets.ipynb ├── python_intro ├── 00-jupyterlab.ipynb ├── 01-variables.ipynb ├── 02-functions-use.ipynb ├── 03-containers.ipynb ├── 04-control-flow.ipynb ├── 05-functions-write.ipynb └── _solutions │ ├── 00-jupyterlab1.py │ ├── 00-jupyterlab2.py │ ├── 01-variables1.py │ ├── 01-variables2.py │ ├── 01-variables3.py │ ├── 01-variables4.py │ ├── 01-variables5.py │ ├── 01-variables6.py │ ├── 01-variables7.py │ ├── 01-variables8.py │ ├── 02-functions-use1.py │ ├── 02-functions-use2.py │ ├── 02-functions-use3.py │ ├── 02-functions-use4.py │ ├── 02-functions-use5.py │ ├── 02-functions-use6.py │ ├── 02-functions-use7.py │ ├── 03-containers1.py │ ├── 03-containers2.py │ ├── 03-containers3.py │ ├── 03-containers4.py │ ├── 03-containers5.py │ ├── 03-containers6.py │ ├── 03-containers7.py │ ├── 03-containers8.py │ ├── 03-containers9.py │ ├── 04-control-flow1.py │ ├── 04-control-flow2.py │ ├── 04-control-flow3.py │ ├── 04-control-flow4.py │ ├── 04-control-flow5.py │ ├── 05-functions-write1.py │ ├── 05-functions-write2.py │ └── 05-functions-write3.py ├── python_recap ├── 00-jupyter_introduction.ipynb ├── 01-basic.ipynb ├── 02-control_flow.ipynb ├── 03-functions.ipynb ├── 04-reusing_code.ipynb ├── 05-numpy.ipynb ├── _solutions │ ├── 01-basic24.py │ ├── 01-basic25.py │ ├── 01-basic28.py │ ├── 01-basic47.py │ ├── 01-basic49.py │ ├── 01-basic58.py │ ├── 02-control_flow15.py │ ├── 02-control_flow16.py │ ├── 02-control_flow24.py │ ├── 03-functions19.py │ ├── 03-functions27.py │ ├── 05-numpy109.py │ ├── 05-numpy137.py │ ├── 05-numpy34.py │ ├── 05-numpy35.py │ ├── 05-numpy36.py │ ├── 05-numpy37.py │ ├── 05-numpy58.py │ ├── 05-numpy73.py │ ├── 05-numpy75.py │ ├── 05-numpy77.py │ ├── python_rehearsal1.py │ ├── python_rehearsal10.py │ ├── python_rehearsal11.py │ ├── python_rehearsal12.py │ ├── python_rehearsal13.py │ ├── python_rehearsal2.py │ ├── python_rehearsal3.py │ ├── python_rehearsal4.py │ ├── python_rehearsal5.py │ ├── python_rehearsal6.py │ ├── python_rehearsal7.py │ ├── python_rehearsal8.py │ └── python_rehearsal9.py ├── data │ ├── bogota_part_dataset.csv │ ├── out1.txt │ ├── out2.txt │ ├── out3.txt │ ├── out4.txt │ └── values.txt └── python_rehearsal.ipynb ├── visualization_01_matplotlib.ipynb ├── visualization_02_seaborn.ipynb 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data.resample('ME').std().plot() # 'A' -------------------------------------------------------------------------------- /notebooks/_solutions/pandas_04_time_series_data6.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jorisvandenbossche/DS-python-data-analysis/HEAD/notebooks/_solutions/pandas_04_time_series_data6.py -------------------------------------------------------------------------------- /notebooks/_solutions/pandas_04_time_series_data7.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jorisvandenbossche/DS-python-data-analysis/HEAD/notebooks/_solutions/pandas_04_time_series_data7.py -------------------------------------------------------------------------------- /notebooks/_solutions/pandas_04_time_series_data8.py: -------------------------------------------------------------------------------- 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-------------------------------------------------------------------------------- 1 | AR[AR%2==0] = 0. 2 | AR -------------------------------------------------------------------------------- /notebooks/python_recap/_solutions/05-numpy77.py: -------------------------------------------------------------------------------- 1 | AR[1::2] = 0 2 | AR -------------------------------------------------------------------------------- /notebooks/python_recap/_solutions/python_rehearsal1.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jorisvandenbossche/DS-python-data-analysis/HEAD/notebooks/python_recap/_solutions/python_rehearsal1.py -------------------------------------------------------------------------------- /notebooks/python_recap/_solutions/python_rehearsal10.py: -------------------------------------------------------------------------------- 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