├── .editorconfig ├── .flake8 ├── .gitignore ├── .pylintrc ├── .style.yapf ├── README.md ├── code-examples ├── data-manipulation │ ├── dplyr.ipynb │ └── tidyr.ipynb ├── data │ ├── inaugural_words.csv │ ├── sqf.Rdata │ ├── third_party_ads.Rdata │ ├── twitter_vis.Rdata │ └── voter_intent.Rdata ├── fitting │ ├── gradient_descent.Rmd │ ├── gradient_descent.html │ ├── gradient_descent.md │ └── gradient_descent_files │ │ └── figure-html │ │ ├── animated_alt-1.png │ │ ├── animated_alt-10.png │ │ ├── animated_alt-100.png │ │ ├── animated_alt-101.png │ │ ├── animated_alt-102.png │ │ ├── animated_alt-103.png │ │ ├── animated_alt-104.png │ │ ├── animated_alt-105.png │ │ ├── animated_alt-106.png │ │ ├── animated_alt-107.png │ │ ├── animated_alt-108.png │ │ ├── animated_alt-109.png │ │ ├── animated_alt-11.png │ │ ├── animated_alt-110.png │ │ ├── animated_alt-12.png │ │ ├── animated_alt-13.png │ │ ├── animated_alt-14.png │ │ ├── animated_alt-15.png │ │ ├── animated_alt-16.png │ │ ├── animated_alt-17.png │ │ ├── animated_alt-18.png │ │ ├── animated_alt-19.png │ │ ├── animated_alt-2.png │ │ ├── animated_alt-20.png │ │ ├── animated_alt-21.png │ │ ├── animated_alt-22.png │ │ ├── animated_alt-23.png │ │ ├── animated_alt-24.png │ │ ├── animated_alt-25.png │ │ ├── animated_alt-26.png │ │ ├── animated_alt-27.png │ │ ├── animated_alt-28.png │ │ ├── animated_alt-29.png │ │ ├── animated_alt-3.png │ │ ├── animated_alt-30.png │ │ ├── animated_alt-31.png │ │ ├── animated_alt-32.png │ │ ├── animated_alt-33.png │ │ ├── animated_alt-34.png │ │ ├── animated_alt-35.png │ │ ├── animated_alt-36.png │ │ ├── animated_alt-37.png │ │ ├── animated_alt-38.png │ │ ├── animated_alt-39.png │ │ ├── animated_alt-4.png │ │ ├── animated_alt-40.png │ │ ├── animated_alt-41.png │ │ ├── animated_alt-42.png │ │ ├── animated_alt-43.png │ │ ├── animated_alt-44.png │ │ ├── animated_alt-45.png │ │ ├── animated_alt-46.png │ │ ├── animated_alt-47.png │ │ ├── animated_alt-48.png │ │ ├── animated_alt-49.png │ │ ├── animated_alt-5.png │ │ ├── animated_alt-50.png │ │ ├── animated_alt-51.png │ │ ├── animated_alt-52.png │ │ ├── animated_alt-53.png │ │ ├── animated_alt-54.png │ │ ├── animated_alt-55.png │ │ ├── animated_alt-56.png │ │ ├── animated_alt-57.png │ │ ├── animated_alt-58.png │ │ ├── animated_alt-59.png │ │ ├── animated_alt-6.png │ │ ├── animated_alt-60.png │ │ ├── animated_alt-61.png │ │ ├── animated_alt-62.png │ │ ├── animated_alt-63.png │ │ ├── animated_alt-64.png │ │ ├── animated_alt-65.png │ │ ├── animated_alt-66.png │ │ ├── animated_alt-67.png │ │ ├── animated_alt-68.png │ │ ├── animated_alt-69.png │ │ ├── animated_alt-7.png │ │ ├── animated_alt-70.png │ │ ├── animated_alt-71.png │ │ ├── animated_alt-72.png │ │ ├── animated_alt-73.png │ │ ├── animated_alt-74.png │ │ ├── animated_alt-75.png │ │ ├── animated_alt-76.png │ │ ├── animated_alt-77.png │ │ ├── animated_alt-78.png │ │ ├── animated_alt-79.png │ │ ├── animated_alt-8.png │ │ ├── animated_alt-80.png │ │ ├── animated_alt-81.png │ │ ├── animated_alt-82.png │ │ ├── animated_alt-83.png │ │ ├── animated_alt-84.png │ │ ├── animated_alt-85.png │ │ ├── animated_alt-86.png │ │ ├── animated_alt-87.png │ │ ├── animated_alt-88.png │ │ ├── animated_alt-89.png │ │ ├── animated_alt-9.png │ │ ├── animated_alt-90.png │ │ ├── animated_alt-91.png │ │ ├── animated_alt-92.png │ │ ├── animated_alt-93.png │ │ ├── animated_alt-94.png │ │ ├── animated_alt-95.png │ │ ├── animated_alt-96.png │ │ ├── animated_alt-97.png │ │ ├── animated_alt-98.png │ │ ├── animated_alt-99.png │ │ ├── animated_gganimate-1.png │ │ ├── animated_gganimate-10.png │ │ ├── animated_gganimate-11.png │ │ ├── animated_gganimate-12.png │ │ ├── animated_gganimate-13.png │ │ ├── animated_gganimate-14.png │ │ ├── animated_gganimate-15.png │ │ ├── animated_gganimate-16.png │ │ ├── animated_gganimate-17.png │ │ ├── animated_gganimate-18.png │ │ ├── animated_gganimate-19.png │ │ ├── animated_gganimate-2.png │ │ ├── animated_gganimate-20.png │ │ ├── animated_gganimate-21.png │ │ ├── animated_gganimate-22.png │ │ ├── animated_gganimate-23.png │ │ ├── animated_gganimate-24.png │ │ ├── animated_gganimate-25.png │ │ ├── animated_gganimate-26.png │ │ ├── animated_gganimate-27.png │ │ ├── animated_gganimate-28.png │ │ ├── animated_gganimate-29.png │ │ ├── animated_gganimate-3.png │ │ ├── animated_gganimate-30.png │ │ ├── animated_gganimate-31.png │ │ ├── animated_gganimate-32.png │ │ ├── animated_gganimate-33.png │ │ ├── animated_gganimate-34.png │ │ ├── animated_gganimate-35.png │ │ ├── animated_gganimate-36.png │ │ ├── animated_gganimate-37.png │ │ ├── animated_gganimate-38.png │ │ ├── animated_gganimate-39.png │ │ ├── animated_gganimate-4.png │ │ ├── animated_gganimate-40.png │ │ ├── animated_gganimate-41.png │ │ ├── animated_gganimate-42.png │ │ ├── animated_gganimate-43.png │ │ ├── animated_gganimate-44.png │ │ ├── animated_gganimate-45.png │ │ ├── animated_gganimate-46.png │ │ ├── animated_gganimate-47.png │ │ ├── animated_gganimate-48.png │ │ ├── animated_gganimate-49.png │ │ ├── animated_gganimate-5.png │ │ ├── animated_gganimate-50.png │ │ ├── animated_gganimate-51.png │ │ ├── animated_gganimate-52.png │ │ ├── animated_gganimate-53.png │ │ ├── animated_gganimate-54.png │ │ ├── animated_gganimate-6.png │ │ ├── animated_gganimate-7.png │ │ ├── animated_gganimate-8.png │ │ ├── animated_gganimate-9.png │ │ ├── animated_loss_gganimate-1.png │ │ ├── animated_loss_gganimate-10.png │ │ ├── animated_loss_gganimate-11.png │ │ ├── animated_loss_gganimate-12.png │ │ ├── animated_loss_gganimate-13.png │ │ ├── animated_loss_gganimate-14.png │ │ ├── animated_loss_gganimate-15.png │ │ ├── animated_loss_gganimate-16.png │ │ ├── animated_loss_gganimate-17.png │ │ ├── animated_loss_gganimate-18.png │ │ ├── animated_loss_gganimate-19.png │ │ ├── animated_loss_gganimate-2.png │ │ ├── animated_loss_gganimate-20.png │ │ ├── animated_loss_gganimate-21.png │ │ ├── animated_loss_gganimate-22.png │ │ ├── animated_loss_gganimate-23.png │ │ ├── animated_loss_gganimate-24.png │ │ ├── animated_loss_gganimate-25.png │ │ ├── animated_loss_gganimate-26.png │ │ ├── animated_loss_gganimate-27.png │ │ ├── animated_loss_gganimate-28.png │ │ ├── animated_loss_gganimate-29.png │ │ ├── animated_loss_gganimate-3.png │ │ ├── animated_loss_gganimate-30.png │ │ ├── animated_loss_gganimate-31.png │ │ ├── animated_loss_gganimate-32.png │ │ ├── animated_loss_gganimate-33.png │ │ ├── animated_loss_gganimate-34.png │ │ ├── animated_loss_gganimate-35.png │ │ ├── animated_loss_gganimate-36.png │ │ ├── animated_loss_gganimate-37.png │ │ ├── animated_loss_gganimate-38.png │ │ ├── animated_loss_gganimate-39.png │ │ ├── animated_loss_gganimate-4.png │ │ ├── animated_loss_gganimate-40.png │ │ ├── animated_loss_gganimate-41.png │ │ ├── animated_loss_gganimate-42.png │ │ ├── animated_loss_gganimate-43.png │ │ ├── animated_loss_gganimate-44.png │ │ ├── animated_loss_gganimate-45.png │ │ ├── animated_loss_gganimate-46.png │ │ ├── animated_loss_gganimate-47.png │ │ ├── animated_loss_gganimate-48.png │ │ ├── animated_loss_gganimate-49.png │ │ ├── animated_loss_gganimate-5.png │ │ ├── animated_loss_gganimate-50.png │ │ ├── animated_loss_gganimate-51.png │ │ ├── animated_loss_gganimate-52.png │ │ ├── animated_loss_gganimate-53.png │ │ ├── animated_loss_gganimate-54.png │ │ ├── animated_loss_gganimate-6.png │ │ ├── animated_loss_gganimate-7.png │ │ ├── animated_loss_gganimate-8.png │ │ ├── animated_loss_gganimate-9.png │ │ └── generate data-1.png ├── mapreduce │ ├── alice.txt │ ├── local-map-reduce.ipynb │ ├── seuss │ ├── wc_mapper.py │ ├── wc_reducer.py │ └── word_counts.txt └── visualization │ ├── 00-word-counts.Rmd │ ├── 00-word-counts.html │ ├── 01-nycflights.Rmd │ ├── 01-nycflights.html │ ├── 02-stop-and-frisk.Rmd │ ├── 02-stop-and-frisk.html │ ├── 03-voter-intent.Rmd │ ├── 03-voter-intent.html │ ├── 04-third-party-ads.Rmd │ ├── 04-third-party-ads.html │ ├── 05-twitter-visualization.Rmd │ ├── 05-twitter-visualization.html │ ├── img │ ├── bush-wordcloud.jpg │ ├── bush2001.png │ ├── obama-wordcloud.jpg │ └── obama2009.png │ ├── nycflights.ipynb │ ├── plots │ ├── by_location_01_init.pdf │ ├── by_location_01_init.png │ ├── by_location_02_log.pdf │ ├── by_location_02_log.png │ ├── by_location_03_aes_size.pdf │ ├── by_location_03_aes_size.png │ ├── by_precinct_01_init.pdf │ ├── by_precinct_01_init.png │ ├── by_precinct_02_rescale.pdf │ ├── by_precinct_02_rescale.png │ ├── by_precinct_03_add_diagonal.pdf │ ├── by_precinct_03_add_diagonal.png │ ├── by_precinct_04_resize.pdf │ ├── by_precinct_04_resize.png │ ├── cascade_histogram_01_init.pdf │ ├── cascade_histogram_01_init.png │ ├── cascade_histogram_02_log_scale.pdf │ ├── cascade_histogram_02_log_scale.png │ ├── cascade_size_dist_01_init.pdf │ ├── cascade_size_dist_01_init.png │ ├── cascade_size_dist_02_log_x.pdf │ ├── cascade_size_dist_02_log_x.png │ ├── cascade_size_dist_03_by_category.pdf │ ├── cascade_size_dist_03_by_category.png │ ├── demographic_01_init.pdf │ ├── demographic_01_init.png │ ├── demographic_02_lines.pdf │ ├── demographic_02_lines.png │ ├── demographic_03_final.pdf │ ├── demographic_03_final.png │ ├── fligh_delay_01_init.pdf │ ├── fligh_delay_01_init.png │ ├── fligh_delay_02_limits.pdf │ ├── fligh_delay_02_limits.png │ ├── fligh_delay_03_rerank.pdf │ ├── fligh_delay_03_rerank.png │ ├── fligh_delay_04_aes_group.pdf │ ├── fligh_delay_04_aes_group.png │ ├── fligh_volume_01_init.pdf │ ├── fligh_volume_01_init.png │ ├── fligh_volume_02_lines.pdf │ ├── fligh_volume_02_lines.png │ ├── fligh_volume_03_breaks.pdf │ ├── fligh_volume_03_breaks.png │ ├── fligh_volume_04_axis_labels.pdf │ ├── fligh_volume_04_axis_labels.png │ ├── structural_virality_01_init.pdf │ ├── structural_virality_01_init.png │ ├── structural_virality_02_log_y.pdf │ ├── structural_virality_02_log_y.png │ ├── structural_virality_03_resize.pdf │ ├── structural_virality_03_resize.png │ ├── structural_virality_04_add_alpha.pdf │ ├── structural_virality_04_add_alpha.png │ ├── structural_virality_box_01_init.pdf │ ├── structural_virality_box_01_init.png │ ├── structural_virality_box_02_cat_facet.pdf │ ├── structural_virality_box_02_cat_facet.png │ ├── thrid_party_ads_01_init.pdf │ ├── thrid_party_ads_01_init.png │ ├── thrid_party_ads_02_add_size.pdf │ ├── thrid_party_ads_02_add_size.png │ ├── thrid_party_ads_03_add_vlines.pdf │ ├── thrid_party_ads_03_add_vlines.png │ ├── voter_intent_01_init.pdf │ ├── voter_intent_01_init.png │ ├── voter_intent_02_axis_limits.pdf │ ├── voter_intent_02_axis_limits.png │ ├── voter_intent_03_vertical_lines.pdf │ ├── voter_intent_03_vertical_lines.png │ ├── voter_intent_04_text.pdf │ ├── voter_intent_04_text.png │ ├── wordcount_01_bush.pdf │ ├── wordcount_01_bush.png │ ├── wordcount_02_obama.pdf │ └── wordcount_02_obama.png │ ├── stop-and-frisk.ipynb │ ├── third-party-ads.ipynb │ ├── voter-intent.ipynb │ └── word-counts.ipynb ├── crash-course-archive ├── LICENSE ├── README.md ├── python │ ├── .gitignore │ ├── README.md │ ├── data │ │ └── two_cities.txt │ ├── handouts │ │ ├── .gitignore │ │ ├── 01-introduction.ipynb │ │ ├── 01-introduction.pdf │ │ ├── 02-python-programming-1.ipynb │ │ ├── 02-python-programming-1.pdf │ │ ├── 03-python-programming-2.ipynb │ │ ├── 03-python-programming-2.pdf │ │ ├── 04-python-programming-3.ipynb │ │ ├── 04-python-programming-3.pdf │ │ ├── img │ │ │ ├── google_python_rf.png │ │ │ ├── ss_jupyter.png │ │ │ ├── ss_jupyter_shortcuts.png │ │ │ ├── ss_launcher.png │ │ │ ├── ss_osx_term_launcher.png │ │ │ ├── ss_python_interp.png │ │ │ ├── ss_python_interp_simple.png │ │ │ ├── ss_python_notebook.png │ │ │ ├── ss_python_spyder.png │ │ │ ├── ss_spyder.png │ │ │ ├── ss_win_cmd.png │ │ │ └── ss_win_run_launcher.png │ │ ├── module1.py │ │ ├── module2.py │ │ ├── module3.py │ │ ├── module4.py │ │ └── module5.py │ └── solutions │ │ ├── exercise_01.py │ │ ├── exercise_02.py │ │ ├── exercise_03.py │ │ ├── exercise_03_bonus.py │ │ ├── exercise_04.py │ │ └── two_cities.txt └── r │ ├── 1-intro │ ├── introduction.Rmd │ └── introduction.pdf │ ├── 2-dataframes │ ├── .gitignore │ ├── dataframes.Rmd │ └── dataframes.pdf │ ├── 3-ggplot2 │ ├── .gitignore │ ├── visualization.Rmd │ └── visualization.pdf │ ├── README.md │ ├── autompg.tsv │ ├── data.tsv │ ├── finance.tsv │ └── img │ ├── r-studio.png │ └── sac.jpg ├── crash-course ├── R │ ├── .build.py │ ├── README.md │ ├── birthday-answers.ipynb │ ├── birthday-exercises.ipynb │ ├── extra-materials │ │ ├── dataframes.pdf │ │ ├── introduction.pdf │ │ └── visualization.pdf │ ├── img │ │ ├── ages.jpg │ │ ├── anti_join.png │ │ ├── birthday.jpg │ │ ├── data_cycle.png │ │ ├── inner_join.png │ │ ├── inner_ven.png │ │ ├── jupyterlab_color.png │ │ ├── left_join.png │ │ ├── left_ven.png │ │ ├── names.jpeg │ │ ├── r.svg │ │ ├── ss_add_cell.png │ │ ├── ss_code_cell.png │ │ ├── ss_jupyter_launch.png │ │ ├── ss_jupyter_main_screen.png │ │ ├── ss_jupyterlab.png │ │ ├── ss_python_interp.png │ │ ├── ss_python_notebook.png │ │ ├── ss_python_spyder.png │ │ ├── ss_r_interp.png │ │ ├── ss_rstudio.png │ │ ├── ss_screen_example.png │ │ ├── ss_textedit.png │ │ ├── trump.png │ │ ├── trump_2.png │ │ └── voting.jpg │ ├── intro-to-dplyr-ggplot2-answers.ipynb │ ├── intro-to-dplyr-ggplot2-exercises.ipynb │ ├── mse-125-section-week-1.pdf │ └── titanic.csv └── python │ ├── IntroToPython-Suggestions.ipynb │ ├── IntroToPython.ipynb │ ├── README.md │ ├── data │ └── top100gutenberg.txt │ ├── img │ ├── ss_python_interp.png │ ├── ss_python_notebook.png │ ├── ss_python_spyder.png │ └── ttc-gutenberg-screenshot.png │ └── lib │ └── word_freqs.py ├── css.Rproj ├── install.R ├── nlp ├── README.md ├── TopicModeling.ipynb ├── ToxicCommentLearning.ipynb └── WordEmbeddingViz.ipynb ├── runtime.txt ├── utils └── build.py └── web-scraping ├── README.md ├── examples ├── beautiful_soup_intro.py ├── build_url_with_arguments.py ├── collect_tweets.py ├── get_cast_from_movie.py ├── get_movie_links_from_top.py ├── parse_tweets.py ├── selenium_scroll.py └── selenium_waits.py ├── imdb.py ├── slides-2017.pdf ├── slides-2019.pdf └── solutions ├── exercise_01.py ├── exercise_02.py └── exercise_03.py /.editorconfig: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/5harad/css/HEAD/.editorconfig -------------------------------------------------------------------------------- /.flake8: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/5harad/css/HEAD/.flake8 -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/5harad/css/HEAD/.gitignore -------------------------------------------------------------------------------- /.pylintrc: 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