├── .gitignore ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── docs ├── README.md └── _config.yml ├── environment.yml ├── python_for_data_science.pptx ├── python_for_data_science_linux64_conda_specs.txt └── source-code ├── README.md ├── altair ├── README.md └── altair_interaction.ipynb ├── db-access ├── ExperimentDB │ ├── .gitignore │ ├── README.md │ ├── create.py │ ├── experiments.py │ ├── fill.py │ ├── orm_utils.py │ ├── query.py │ ├── shell.py │ └── view.py ├── Orm │ ├── .gitignore │ ├── README.md │ ├── create_aggr_db.py │ ├── create_sqlalchemy_db.py │ ├── fill_aggr_db.py │ ├── fill_sqlalchemy_db.py │ ├── query_aggr_db.py │ ├── query_sqlalchemy_db.py │ └── update_sqlalchemy_db.py ├── README.md └── StraightSql │ ├── README.md │ ├── fill_db.py │ ├── query_db.py │ └── weather-db ├── duckdb ├── README.md ├── data │ ├── patient_experiment.csv │ └── patient_metadata.csv └── patients.ipynb ├── gis ├── Data │ ├── .gitignore │ ├── Alabama.gdb │ │ ├── a00000001.TablesByName.atx │ │ ├── a00000001.gdbindexes │ │ ├── a00000001.gdbtable │ │ ├── a00000001.gdbtablx │ │ ├── a00000002.gdbtable │ │ ├── a00000002.gdbtablx │ │ ├── a00000003.gdbindexes │ │ ├── a00000003.gdbtable │ │ ├── a00000003.gdbtablx │ │ ├── a00000004.CatItemsByPhysicalName.atx │ │ ├── a00000004.CatItemsByType.atx │ │ ├── a00000004.FDO_UUID.atx │ │ ├── a00000004.gdbindexes │ │ ├── a00000004.gdbtable │ │ ├── a00000004.gdbtablx │ │ ├── a00000004.spx │ │ ├── a00000005.CatItemTypesByName.atx │ │ ├── a00000005.CatItemTypesByParentTypeID.atx │ │ ├── a00000005.CatItemTypesByUUID.atx │ │ ├── a00000005.gdbindexes │ │ ├── a00000005.gdbtable │ │ ├── a00000005.gdbtablx │ │ ├── a00000006.CatRelsByDestinationID.atx │ │ ├── a00000006.CatRelsByOriginID.atx │ │ ├── a00000006.CatRelsByType.atx │ │ ├── a00000006.FDO_UUID.atx │ │ ├── a00000006.gdbindexes │ │ ├── a00000006.gdbtable │ │ ├── a00000006.gdbtablx │ │ ├── a00000007.CatRelTypesByBackwardLabel.atx │ │ ├── a00000007.CatRelTypesByDestItemTypeID.atx │ │ ├── a00000007.CatRelTypesByForwardLabel.atx │ │ ├── a00000007.CatRelTypesByName.atx │ │ ├── a00000007.CatRelTypesByOriginItemTypeID.atx │ │ ├── a00000007.CatRelTypesByUUID.atx │ │ ├── a00000007.gdbindexes │ │ ├── a00000007.gdbtable │ │ ├── a00000007.gdbtablx │ │ ├── a00000009.gdbindexes │ │ ├── a00000009.gdbtable │ │ ├── a00000009.gdbtablx │ │ ├── a00000009.spx │ │ ├── gdb │ │ └── timestamps │ ├── USA.gdb │ │ ├── a00000001.TablesByName.atx │ │ ├── a00000001.freelist │ │ ├── a00000001.gdbindexes │ │ ├── a00000001.gdbtable │ │ ├── a00000001.gdbtablx │ │ ├── a00000002.gdbtable │ │ ├── a00000002.gdbtablx │ │ ├── a00000003.gdbindexes │ │ ├── a00000003.gdbtable │ │ ├── a00000003.gdbtablx │ │ ├── a00000004.CatItemsByPhysicalName.atx │ │ ├── a00000004.CatItemsByType.atx │ │ ├── a00000004.FDO_UUID.atx │ │ ├── a00000004.freelist │ │ ├── a00000004.gdbindexes │ │ ├── a00000004.gdbtable │ │ ├── a00000004.gdbtablx │ │ ├── a00000004.spx │ │ ├── a00000005.CatRelsByDestinationID.atx │ │ ├── a00000005.CatRelsByOriginID.atx │ │ ├── a00000005.CatRelsByType.atx │ │ ├── a00000005.FDO_UUID.atx │ │ ├── a00000005.freelist │ │ ├── a00000005.gdbindexes │ │ ├── a00000005.gdbtable │ │ ├── a00000005.gdbtablx │ │ ├── a00000006.CatRelTypesByBackwardLabel.atx │ │ ├── a00000006.CatRelTypesByDestItemTypeID.atx │ │ ├── a00000006.CatRelTypesByForwardLabel.atx │ │ ├── a00000006.CatRelTypesByName.atx │ │ ├── a00000006.CatRelTypesByOriginItemTypeID.atx │ │ ├── a00000006.CatRelTypesByUUID.atx │ │ ├── a00000006.gdbindexes │ │ ├── a00000006.gdbtable │ │ ├── a00000006.gdbtablx │ │ ├── a00000007.CatItemTypesByName.atx │ │ ├── a00000007.CatItemTypesByParentTypeID.atx │ │ ├── a00000007.CatItemTypesByUUID.atx │ │ ├── a00000007.gdbindexes │ │ ├── a00000007.gdbtable │ │ ├── a00000007.gdbtablx │ │ ├── a00000009.freelist │ │ ├── a00000009.gdbindexes │ │ ├── a00000009.gdbtable │ │ ├── a00000009.gdbtablx │ │ ├── a00000009.spx │ │ ├── a0000000a.gdbindexes │ │ ├── a0000000a.gdbtable │ │ ├── a0000000a.gdbtablx │ │ ├── a0000000a.spx │ │ ├── a0000000b.gdbindexes │ │ ├── a0000000b.gdbtable │ │ ├── a0000000b.gdbtablx │ │ ├── a0000000b.spx │ │ ├── a0000000c.gdbindexes │ │ ├── a0000000c.gdbtable │ │ ├── a0000000c.gdbtablx │ │ ├── a0000000c.spx │ │ ├── a0000000d.freelist │ │ ├── a0000000d.gdbindexes │ │ ├── a0000000d.gdbtable │ │ ├── a0000000d.gdbtablx │ │ ├── a0000000d.spx │ │ ├── gdb │ │ └── timestamps │ ├── belgium_municipalities_topojson.json │ ├── cea.tif │ ├── countries.geo.json │ └── world_happiness_2016.csv ├── README.md ├── city_center.ipynb ├── city_center.md ├── geopandas.ipynb ├── gis.ipynb ├── make_your_own_island.ipynb ├── maps.ipynb ├── shapely.ipynb └── world_happiness.ipynb ├── holoviews ├── README.md ├── data.csv ├── data_visualization.ipynb └── holoviews_demo.ipynb ├── networkx ├── README.md ├── add_random_edge_weights.py ├── compute_leaf_path_lengths.py ├── generate_random_tree.py ├── graph.txt ├── graph.xml ├── max_flow.py ├── par_compute_leaf_lengths.py ├── shortest_path.ipynb ├── topo_sort.ipynb ├── topo_sort.py └── weighted_tree.xml ├── pandas ├── .gitignore ├── README.md ├── agt_analysis.ipynb ├── agt_data │ ├── vei_t8303_160519102111_T8303.CSV │ ├── vei_t8320_160519125721_T8320.CSV │ └── vei_u9117_p1.1_160519125431_U9117.CSV ├── apply.ipynb ├── bokeh │ ├── README.md │ ├── bokeh_plots.ipynb │ ├── environment.yml │ └── pandas_bokeh_linux64_conda_specs.txt ├── copy_on_write.ipynb ├── data │ ├── README_DATA.rst │ ├── csv_files │ │ ├── mac.csv │ │ ├── semi_colon_sep_mac.csv │ │ ├── single_column_mac.csv │ │ ├── single_column_unix.csv │ │ ├── single_column_windows.csv │ │ ├── unix.csv │ │ └── windows.csv │ ├── genes.html │ ├── greenhouse_gaz │ │ ├── README_co2_mm_global.txt │ │ └── co2_mm_global.txt │ ├── missing_values.csv │ ├── patient_experiment.xlsx │ ├── patient_metadata.xlsx │ ├── patients.xlsx │ ├── sales-funnel.xlsx │ ├── sea_levels │ │ ├── Obtaining Tide Gauge Data.html │ │ ├── Obtaining Tide Gauge Data_files │ │ │ ├── NOC_logo_2010.png │ │ │ ├── all_190.png │ │ │ ├── banner-styles.css │ │ │ ├── bodc_logo40.png │ │ │ ├── data_explorer_2_190.png │ │ │ ├── graph.jsp │ │ │ ├── icsu_logo40.png │ │ │ ├── ioc_en_small_color.gif │ │ │ ├── nerc-long-logo-200.png │ │ │ ├── print.css │ │ │ ├── psmsl_header.gif │ │ │ ├── style(1).css │ │ │ ├── style.css │ │ │ ├── wayback-toolbar-logo.png │ │ │ ├── wm_tb_nxt_off.png │ │ │ └── wm_tb_prv_on.png │ │ ├── sl_Atlantic_Ocean.txt │ │ ├── sl_nh.txt │ │ ├── sl_ns_global.txt │ │ └── sl_sh.txt │ └── temperatures │ │ ├── GLB.Ts+dSST.txt │ │ └── annual.land_ocean.90S.90N.df_1901-2000mean.dat ├── data_generation.ipynb ├── from_long_to_wide_and_back_again.ipynb ├── generate_csv_files.py ├── indexing_and_querying.ipynb ├── missing_values.ipynb ├── numba_and_pandas.ipynb ├── pandas_datatypes.ipynb ├── pandas_intro.ipynb ├── patient_data.ipynb ├── patients.ipynb ├── pipes.ipynb ├── pivot_versus_pivot_table.ipynb └── screenshots │ ├── add_column.png │ ├── add_multilevel.png │ ├── cum_sum.png │ ├── cumsum.png │ ├── interpolate.png │ ├── interpolated_plot.png │ ├── pearsonr.png │ ├── pivot_aggfunc.png │ ├── pivot_table.png │ ├── plot_all_temps.png │ ├── plot_missing.png │ ├── query.png │ ├── read_excel.png │ ├── read_html.png │ └── scatter_matrix.png ├── patients_chatgpt.docx ├── polars ├── .gitignore ├── README.md ├── create_csv_data.py ├── create_csv_data.slurm ├── data │ ├── patient_experiment.xlsx │ └── patient_metadata.xlsx ├── patient_data.ipynb ├── polars_large_data_benchmark.ipynb └── polars_performance.ipynb ├── regexes ├── README.md └── regexes.ipynb ├── seaborn ├── Data │ └── data.txt ├── READNE.md ├── generate_data.py └── seaborn.ipynb ├── web-scraping ├── .gitignore ├── README.md ├── link_web.py └── preprocessing │ ├── README.md │ ├── openmp_faq.html │ ├── openmp_faq.jsonl │ └── preprocess_openmp_faq.py └── xarray ├── .gitignore ├── README.md └── xarray_intro.ipynb /.gitignore: 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