| id | conf | start | state | len | episode.name per New York Times Manual of Style
 episode.slug
 | cmt | released | yt mp4
 | 
    
    
      
        | 12334 | 474 | Sat 29 09:00 | 11 | 22 | Keynote: Py in the Sky Keynote: Py in the Sky
 Keynote_Py_in_the_Sky
 |  | Y | Y | 
    
      
        | 12335 | 500 | Sat 29 10:00 | 8 | 19 | **Opening remarks** **Opening Remarks**
 Opening_remarks_3
 |  | N | Y | 
    
      
        | 12336 | 455 | Sat 29 10:30 | 11 | 31 | Capacity and Stability Patterns Capacity and Stability Patterns
 Capacity_and_Stability_Patterns
 |  | Y | Y | 
    
      
        | 12339 | 456 | Sat 29 10:30 | 11 | 47 | Helping your manager be a better leader for you Helping Your Manager Be a Better Leader for You
 Helping_your_manager_be_a_better_leader_for_you
 |  | Y | Y | 
    
      
        | 12338 | 454 | Sat 29 10:30 | 11 | 41 | How We Changed The World With Open Source How We Changed the World With Open Source
 How_We_Changed_The_World_With_Open_Source
 |  | Y | Y | 
    
      
        | 12337 | 495 | Sat 29 10:30 | 11 | 58 | Bokeh: Interactive Data Visualization in Python (Tutorial) Bokeh: Interactive Data Visualization in Python (Tutorial)
 Bokeh_Interactive_Data_Visualization_in_Python_Tutorial
 |  | Y | Y | 
    
      
        | 12345 | 457 | Sat 29 11:30 | 8 | 59 | Building an awesome community around an open source project Building an Awesome Community Around an Open Source Project
 Building_an_awesome_community_around_an_open_source_project
 |  | Y | Y | 
    
      
        | 12341 | 459 | Sat 29 11:30 | 9* | 39 | Hypothesis: Tests That Write Themselves Hypothesis: Tests That Write Themselves
 Hypothesis_Tests_That_Write_Themselves
 |  | Y | Y | 
    
      
        | 12344 | 458 | Sat 29 11:30 | 11 | 48 | Running Vintage Software: PyPI's Aging Codebase. Running Vintage Software: PyPI's Aging Codebase.
 Running_Vintage_Software_PyPIs_Aging_Codebase
 | 69 | Y | Y | 
    
      
        | 12355 | 463 | Sat 29 14:00 | 11 | 83 | Integration Contract Testing and its potentials for API development and maintenance Integration Contract Testing and Its Potentials for API Development and Maintenance
 Integration_Contract_Testing_and_its_potentials_for_API_development_and_maintenance
 |  | Y | Y | 
    
      
        | 12357 | 460 | Sat 29 14:00 | 11 | 72 | Coffeebot 3000 - An IoT story with a RaspberryPI, Redis, LEDs, and Mario Coffeebot 3000 - an IoT Story With a RaspberryPI, Redis, LEDs, and Mario
 Coffeebot_3000_An_IoT_story_with_a_RaspberryPI_Redis_LEDs_and_Mario
 |  | Y | Y | 
    
      
        | 12356 | 462 | Sat 29 14:00 | 11 | 35 | From Lumberjack to Python Developer From Lumberjack to Python Developer
 From_Lumberjack_to_Python_Developer
 |  | Y | Y | 
    
      
        | 12354 | 496 | Sat 29 14:00 | 11 | 39 | You have an API, now what? Client time! You Have an API, Now What? Client Time!
 You_have_an_API_now_what_Client_time
 |  | Y | Y | 
    
      
        | 12361 | 502 | Sat 29 14:30 | 9* | 26 | Python for Java Developers Python for Java Developers
 Python_for_Java_Developers
 |  | Y |  | 
    
      
        | 12358 | 461 | Sat 29 14:30 | 11 | 22 | Those Who Care, Teach! Those Who Care, Teach!
 Those_Who_Care_Teach
 |  | Y | Y | 
    
      
        | 12359 | 501 | Sat 29 14:30 | 11 | 36 | Using Machine Learning to play chess Using Machine Learning to Play Chess
 Using_Machine_Learning_to_play_chess
 |  | Y | Y | 
    
      
        | 12360 | 464 | Sat 29 14:30 | 11 | 21 | SubTests are the Best SubTests Are the Best
 SubTests_are_the_Best
 |  | Y | Y | 
    
      
        | 12362 | 469 | Sat 29 15:00 | 11 | 61 | A brief introduction to concurrency and coroutines (Tutorial) A Brief Introduction to Concurrency and Coroutines (Tutorial)
 A_brief_introduction_to_concurrency_and_coroutines_Tutorial
 |  | Y | Y | 
    
      
        | 12369 | 466 | Sat 29 15:00 | 11 | 48 | Machine learning in production with scikit-learn Machine Learning in Production With Scikit-learn
 Machine_learning_in_production_with_scikitlearn
 |  | Y | Y | 
    
      
        | 12368 | 467 | Sat 29 15:00 | 9* | 52 | Paho Silver, Away! Saddle up to IoT with MicroPython Paho Silver, Away! Saddle Up to IoT With MicroPython
 Paho_Silver_Away_Saddle_up_to_IoT_with_MicroPython
 |  | Y | Y | 
    
      
        | 12363 | 465 | Sat 29 15:00 | 11 | 64 | Transitioning from Science to Tech: One Astrophysicist's Journey Transitioning From Science to Tech: One Astrophysicist's Journey
 Transitioning_from_Science_to_Tech_One_Astrophysicists_Journey
 |  | Y | Y | 
    
      
        | 12373 | 472 | Sat 29 16:00 | 11 | 27 | Multimethods? In MY Python? Multimethods? In MY Python?
 Multimethods_In_MY_Python
 |  | Y | Y | 
    
      
        | 12375 | 470 | Sat 29 16:00 | 11 | 37 | Python and Spreadsheets: 2017 Edition Python and Spreadsheets: 2017 Edition
 Python_and_Spreadsheets_2017_Edition
 |  | Y | Y | 
    
      
        | 12374 | 471 | Sat 29 16:00 | 8 | 31 | Postgres Performance for Humans Postgres Performance for Humans
 Postgres_Performance_for_Humans_2
 |  | Y | Y | 
    
      
        | 12377 | 473 | Sat 29 17:00 | 8 | 28 | **Saturday Lightning Talks** **Saturday Lightning Talks**
 Saturday_Lightning_Talks_2
 | 1969 | Y | Y | 
    
      
        | 12342 | 475 | Sun 30 11:30 | 11 | 64 | Build a Chat Bot with Chuck Norris, Python and Docker (Tutorial) Build a Chat Bot With Chuck Norris, Python and Docker (Tutorial)
 Build_a_Chat_Bot_with_Chuck_Norris_Python_and_Docker_Tutorial
 |  | Y | Y | 
    
      
        | 12340 | 499 | Sun 30 11:30 | 11 | 43 | Everything is broken, and I don't know why. Everything Is Broken, and I Don't Know Why.
 Everything_is_broken_and_I_dont_know_why
 |  | Y | Y | 
    
      
        | 12346 | 478 | Sun 30 11:30 | 8 | 36 | Sipping Web Development from a Flask Sipping Web Development From a Flask
 Sipping_Web_Development_from_a_Flask
 |  | Y | Y | 
    
      
        | 12343 | 479 | Sun 30 11:30 | 11 | 37 | U is for Unicode: Solving the Mystery U Is for Unicode: Solving the Mystery
 U_is_for_Unicode_Solving_the_Mystery
 |  | Y | Y | 
    
      
        | 12348 | 480 | Sun 30 12:30 | 11 | 37 | Introduction to Debugging with Python Introduction to Debugging With Python
 Introduction_to_Debugging_with_Python
 |  | Y | Y | 
    
      
        | 12347 | 484 | Sun 30 12:30 | 11 | 50 | Accessibility: It's Not Just a Client Side Problem Accessibility: It's Not Just a Client Side Problem
 Accessibility_Its_Not_Just_a_Client_Side_Problem
 |  | Y | Y | 
    
      
        | 12349 | 477 | Sun 30 12:30 | 11 | 53 | To Infinity and Beyond: Computer Vision for Astronomy To Infinity and Beyond: Computer Vision for Astronomy
 To_Infinity_and_Beyond_Computer_Vision_for_Astronomy
 |  | Y | Y | 
    
      
        | 12351 | 481 | Sun 30 13:30 | 11 | 38 | aria-owns="lets-make-forms-accessible" Aria-owns="lets-make-forms-accessible"
 ariaownsletsmakeformsaccessible
 |  | Y | Y | 
    
      
        | 12352 | 485 | Sun 30 13:30 | 11 | 68 | Creating Reproducible Data Science Workflows using Docker Containers Creating Reproducible Data Science Workflows Using Docker Containers
 Creating_Reproducible_Data_Science_Workflows_using_Docker_Containers
 |  | Y | Y | 
    
      
        | 12353 | 483 | Sun 30 13:30 | 11 | 47 | Serializing Data with Google's Protocol Buffers Serializing Data With Google's Protocol Buffers
 Serializing_Data_with_Googles_Protocol_Buffers
 |  | Y | Y | 
    
      
        | 12350 | 482 | Sun 30 13:30 | 9* | 53 | Building a world class document pipeline using Python Building a World Class Document Pipeline Using Python
 Building_a_world_class_document_pipeline_using_Python
 |  | Y | Y | 
    
      
        | 12367 | 486 | Sun 30 15:00 | 11 | 30 | The Humane Technical Interview The Humane Technical Interview
 The_Humane_Technical_Interview
 |  | Y | Y | 
    
      
        | 12366 | 487 | Sun 30 15:00 | 11 | 56 | Rapid Prototyping In Data Science With Big Data & Python Rapid Prototyping in Data Science With Big Data & Python
 Rapid_Prototyping_In_Data_Science_With_Big_Data_Python
 |  | Y | Y | 
    
      
        | 12365 | 488 | Sun 30 15:00 | 8 | 53 | Lazy is too hard! Use PDFs with Python the Robust Way Lazy Is Too Hard! Use PDFs With Python the Robust Way
 Lazy_is_too_hard_Use_PDFs_with_Python_the_Robust_Way
 |  | Y | Y | 
    
      
        | 12364 | 489 | Sun 30 15:00 | 8 | 75 | i_heart_meetings.py: Showing the Costs of Meetings and Finding a Better Way i_heart_meetings.py: Showing the Costs of Meetings and Finding a Better Way
 i_heart_meetingspy_Showing_the_Costs_of_Meetings_and_Finding_a_Better_Way
 |  | Y | Y | 
    
      
        | 12376 | 490 | Sun 30 16:00 | 11 | 37 | Hitting the Pavement with Python: Pt1 Hitting the Pavement With Python: Pt1
 Hitting_the_Pavement_with_Python_Pt1
 |  | Y | Y | 
    
      
        | 12370 | 493 | Sun 30 16:00 | 11 | 72 | The Art of Mentoring and Being Mentored (because we are all always both) The Art of Mentoring and Being Mentored (Because We Are All Always Both)
 The_Art_of_Mentoring_and_Being_Mentored_because_we_are_all_always_both
 |  | Y | Y | 
    
      
        | 12371 | 492 | Sun 30 16:00 | 11 | 58 | Building Delivery Pipelines with Jenkins' Pipeline as Code Building Delivery Pipelines With Jenkins' Pipeline as Code
 Building_Delivery_Pipelines_with_Jenkins_Pipeline_as_Code
 | 555 | Y | Y | 
    
      
        | 12372 | 491 | Sun 30 16:00 | 11 | 24 | Elasticsearch in an Hour Elasticsearch in an Hour
 Elasticsearch_in_an_Hour
 |  | Y | Y | 
    
      
        | 12378 | 494 | Sun 30 17:00 | 8 | 26 | **Sunday Lightning Talks** **Sunday Lightning Talks**
 Sunday_Lightning_Talks_2
 | 33 | Y | Y |